2. Measurements of the sound levels of CMs as well as those of the programs

Size: px
Start display at page:

Download "2. Measurements of the sound levels of CMs as well as those of the programs"

Transcription

1 Quantitative Evaluations of Sounds of TV Advertisements Relative to Those of the Adjacent Programs Eiichi Miyasaka 1, Yasuhiro Iwasaki 2 1. Introduction In Japan, the terrestrial analogue broadcasting is on the road to be replaced to the terrestrial digital broadcasting with a wider dynamic range than the analogue broadcasting by July in So, the programs are broadcast simultaneously in terrestrial digital broadcasting nearly identical to the conventional analogue programs in wider Japanese areas. As for conventional terrestrial analogue broadcasting, Kamada and Miyasaka [1], and, Miyasaka and Kamada [2] measured the sound levels of 2159 types of CMs recorded throughout a day for five Japanese TV terrestrial analogue channels. The results show that the averaged sound levels range from 2 db to 14dB, while the standard deviations of 45% of the CMs were less than 5 db. The maximum standard deviation was not more than 20dB. They also performed perceptual experiments in order to investigate the relationship between the physical sound levels and the corresponding auditory perception. They compared perceptually three different types of CMs such as CM 1(average : 5.1dB, standard deviation (SD) : 1.8dB), CM 2 ( 7.1dB, 4.9dB), CM 3 ( 14.2dB, 10.1dB) with the reference speech ( 6.5dB, 10.1dB). The results show that all CMs were perceived 3 db louder than the reference. This paper presents the results of measurements of the sound levels of 8846 advertisements (CMs) both in Japanese conventional terrestrial analogue broadcasting (TAB) and in the terrestrial digital broadcasting (TDB) for five main Commercial TV stations in Tokyo in order to compare the real dynamic ranges of CM sounds in TDB with those in TAB. 2. Measurements of the sound levels of CMs as well as those of the programs 2.1 TV channels to be investigated The channels to be investigated for the relative differences among daily averaged sound levels of Japanese TV channels were ten channels, shown in Table 1, consisting of five terrestrial analog broadcasting channels and five terrestrial digital broadcasting channels in commercial TV broadcasters. The sound levels of programs including TV commercials with the corresponding pictures for each TV channel were recorded with the 44.1 khz sampling and 16 bit quantization rate throughout a day for a week. The sound levels of actual main programs were calculated for 15 seconds just before the TV CMs, and also those of TV CMs with the durations of 15 seconds. 1 Professor, Faculty of Environmental and Information Studies, Musashi Institute of Technology 2 SEVEN & i HDGS. 3 69

2 Table 1 List of the investigated TV channels terrestrial analog broadcasting terrestrial digital broadcasting Nippon TV (ch 4) A N Nippon TV (ch 41) D N TBS (ch 6) A T TBS (ch 61) D T Fuji TV (ch 8) A F Fuji TV (ch 81) D F TV Asahi (ch 10) A A TV Asahi (ch51) D A TV Tokyo (ch 12) A K TV Tokyo (ch 71) D K 2.2 Number and durations of TV commercials investigated Table 2 shows the number and the durations of the TV CMs investigated. The total number of the TV CMs during the periods both for digital and analogue terrestrial broadcastings was x 2. The figure in parenthesis shows the figure of CMs obtained by excluding the same CMs. Table 2 he number and the durations of the TV CMs investigated TV channel Nippon TV TBS Fuji TV TV Asahi TV Tokyo Total Total (Analogue +Digital) Total Number of CMs Analogue/Digital (432) (474) (487) (410) (431) (2234) (4468) Total Duration Analogue/Digital 3:51:15 4:29:20 4:20:40 4:19:30 4:06:05 21 : 06 : : 13 : Sound levels of CMs Fig.1 and Fig.2 show the relationship between the averaged sound levels of CMs and the standard deviations in TAB and in TDB, respectively. The abscissa means the averaged sound levels of CMs, while the ordinate means the standard deviations. The total averaged sound level of the averaged sound levels of TAB and the standard deviation were 3.7 db and 5.9 db, respectively, while those of TDB were 5.4 db and 6.1 db, respectively. The averaged levels of CMs in TDB is about 2dB less than those in TAB, while the range of standard deviations in TDB is wider than in TAB. However, most CMs irrespective of TAB or TDB have relatively high averaged sound levels and small standard deviations. 70

3 Fig.1 Relationship between the averaged sound levels of CMs and the standard deviations in terrestrial analogue broadcasting (TAB) Fig.2 Relationship between the averaged sound levels of CMs and the standard deviations in terrestrial digital broadcasting (TDB) There are some differences between the TV stations. Fig.3 and Fig.4 show the results of TAB and of TDB at the Station A. There are few differences between them. Fig.3 Relationship between the averaged sound levels of CMs and the standard deviations in Terrestrial analogue broadcasting (TAB) at Station A 71

4 Fig.4 Relationship between the averaged sound levels of CMs and the standard deviations in Terrestrial digital broadcasting (TDB) at Station A Fig.5 Relationship between the averaged sound levels of CMs and the standard deviations in Terrestrial Analogue Broadcasting (TAB) at Station B Fig.6 Relationship between the averaged sound levels of CMs and the standard deviations in Terrestrial Digital Broadcasting (TDB) at Station B Fig.5 and Fig.6 show another results at the Station B. The averaged sound level of CMs in TDB is about 2dB less than that in TAB with wider standard deviation in TDB than in TAB. 72

5 3. PERCEPTUAL EXPERIMENT of CM SOUNDS Perception of CM sounds should not be solely investigated but be done relative to the adjacent main programs because the sound levels of the program segments prior to CMs may influence perception of the CM sounds. Kamada and Miyasaka [1] investigated perception of three different types of CMs with a reference speech uttered by a NHK female announcer using the transformed up down method. The results show that the CMs used in the experiment were perceived about 3dB louder than the reference (the averaged sound level : 6.5dB) although they had different averaged sound levels such as 5.1 db, 7.1 db, and 14.2dB, respectively. The authors performed an additional experiment of perception of CM sounds relative to the real sounds of the adjacent programs. 3.1 The stimuli 128 CMs among all CMs were selected which were perceived noisy or louder compared to the adjacent programs by the authors. From the selected CMs, three CMs with the duration of 15s for each TV station were used as the stimuli. The total number of the stimuli was 15 (= 3x5stations). The left columns of Table 3 show the averaged sound levels of the programs for 5 seconds just before the first CM is inserted and the standard deviations, while the center columns show those of the first CM for 5 seconds just after it is inserted and the standard deviations. The right columns show the sound level differences between the programs and the first CMs. Stimulus Number Table 3 Characteristics of the stimuli used in the perceptual experiment Averaged sound levels : A [db] Programs Standard Deviations [db] Averaged sound levels : B [db] CMs Standard Deviations [db] Difference B A[dB] Fig.7 shows an example of a power envelope consisting of program segments with the duration of 73

6 15s and the subsequent CM segments. A silent period can be found between the program and the CM. Fig.7 An example of power envelope consisting of program segments with the duration of 15s and the subsequent CM segments. 3.2 Experimental Procedure After the observers were indicated to adjust the sound level of each program to a comfortable level before evaluation, they were required to evaluate each CM sound with 5 point scale from quiet to noisy, comparing with each program sound. 3.3 Results of the experiment Fig. 8 shows the rate of the answers for the stimuli. The black bar indicates the percentages of the observers who perceived the corresponding CM sound as very noisy. The gray bar shows the percentages for the rank order 4, the white bar for the rank 3, the dotted bar for the rank 2, and the shaded bar for the rank 1 quiet. For example, for the stimulus no.13, 67% of the observers perceived very noisy, 25% of them noisy and so on. Fig.8 The rate of the answers for the stimuli. 74

7 Fig.9 The differences of sound levels between the adjacent programs to CMs with the duration of 5s Fig.9 shows the differences of the averaged sound levels between the programs and the sequent CM with the duration of 5s. Black bars indicate the differences of sound levels. For the stimulus No.8, the total percentage for the rank 4 and 5 is over 95% which indicates noisy although the sound level of the CM during the first 5s is only 2 db more than that of the program. Similar results can be found for the stimulus no.2 in which the total percentage for the rank4 and 5 is over 70%, while the CM sound level is smaller than the program level. These results infer that the averaged sound levels can not always reflect correctly the auditory impression. Recently, modified B weighted LAeq measure of sound level has been presented to perform well in predicting auditory impression [2]. The results of our experiments presented in this paper, however, imply that an additional modification of measure of sound level may be necessary. 4. Discussion and conclusion First, qualitative evaluation was conducted for advertisements (CMs) in Japanese conventional terrestrial analogue broadcasting (TAB) and in the terrestrial digital broadcasting (TDB). The averaged levels of CMs and the standard deviations in TDB are about 2dB less than those in TAB. Although TDB has a wider dynamic rage than TAB, most CMs have high averaged sound levels and small standard deviations irrespective of TAB or TDB. Secondly, the perceptual experiment was performed in order to investigate the relationship between the physical sound levels and the perceived auditory impression. Using 15 CMs selected through a preliminary perceptual experiment by authors, observers were required to judge each stimulus with 5 point scale. The results imply that the averaged sound levels do not always correspond to auditory impression. There will be another serious problem on TV CMs as well as the sound levels. A way of insertion of CMs into main programs is one of the problems. For example, it is not unusual that advertisements (CMs) in Japanese broadcasting are abruptly inserted into a main program without any message, even though a program anchorperson sometimes announces now for CMs in news programs. Abrupt insertion sometimes interrupts concentration of viewers on TV programs such as drams, documentaries, serious news programs and so on. Miyasaka and Kimura have started the 75

8 ways of insertion of TV CMs into main programs comparing with foreign countries [4]. Acknowledgement A part of this research was supported by SCAT (Support Center for Advanced Telecommunications Technology Research) (2005, 2006, 2007). References [1] Takahiro Kamada and Eiichi Miyasaka, Relationship between the sound levels of TV CMs and Auditory impression, Proceedings of Spring meeting of Acoust. Soc. Japan (Japanese), 1 3 2, (2006) [2] Miyasaka and Kamada, Effects of TV commercials inserted in main programs on Viewers, Bulletin of Faculty of Environmental and Information Studies, Musashi Institute of Technology, Vol.8, pp (2006) [3] AES Staff Writer Loudness Trumps Everything, J.Audio Eng.Soc.,Vol. 54, No. 5, pp , 2006 [4] Miyasaka and Kimura, Sound levels of TV advertisements relative to the adjacent programs and cross national comparison of the way of their insertion into programs, AES 122nd convention, paper 7045, (2007, Vienna) 76

Measurement of overtone frequencies of a toy piano and perception of its pitch

Measurement of overtone frequencies of a toy piano and perception of its pitch Measurement of overtone frequencies of a toy piano and perception of its pitch PACS: 43.75.Mn ABSTRACT Akira Nishimura Department of Media and Cultural Studies, Tokyo University of Information Sciences,

More information

LOUDNESS EFFECT OF THE DIFFERENT TONES ON THE TIMBRE SUBJECTIVE PERCEPTION EXPERIMENT OF ERHU

LOUDNESS EFFECT OF THE DIFFERENT TONES ON THE TIMBRE SUBJECTIVE PERCEPTION EXPERIMENT OF ERHU The 21 st International Congress on Sound and Vibration 13-17 July, 2014, Beijing/China LOUDNESS EFFECT OF THE DIFFERENT TONES ON THE TIMBRE SUBJECTIVE PERCEPTION EXPERIMENT OF ERHU Siyu Zhu, Peifeng Ji,

More information

Noise evaluation based on loudness-perception characteristics of older adults

Noise evaluation based on loudness-perception characteristics of older adults Noise evaluation based on loudness-perception characteristics of older adults Kenji KURAKATA 1 ; Tazu MIZUNAMI 2 National Institute of Advanced Industrial Science and Technology (AIST), Japan ABSTRACT

More information

The Research of Controlling Loudness in the Timbre Subjective Perception Experiment of Sheng

The Research of Controlling Loudness in the Timbre Subjective Perception Experiment of Sheng The Research of Controlling Loudness in the Timbre Subjective Perception Experiment of Sheng S. Zhu, P. Ji, W. Kuang and J. Yang Institute of Acoustics, CAS, O.21, Bei-Si-huan-Xi Road, 100190 Beijing,

More information

Using News Broadcasts in Japan and the U.S as Cultural Lenses Japanese Lesson Plan NCTA East Asian Seminar Winter Quarter 2006 Deborah W.

Using News Broadcasts in Japan and the U.S as Cultural Lenses Japanese Lesson Plan NCTA East Asian Seminar Winter Quarter 2006 Deborah W. Using News Broadcasts in Japan and the U.S as Cultural Lenses Japanese Lesson Plan NCTA East Asian Seminar Winter Quarter 2006 Deborah W. Robinson Purpose: Watching network news in Japan and in the U.S.

More information

Digital Radio Status in Japan. ISDB-T: Integrated Services Digital Broadcast Terrestrial

Digital Radio Status in Japan. ISDB-T: Integrated Services Digital Broadcast Terrestrial Digital Radio Status in Japan ISDB-T: Integrated Services Digital Broadcast Terrestrial Kenwood Corporation Shoichi Suzuki Senior Specialist Advanced Technologies Development Dep. Strategic Technologies

More information

Experiments on tone adjustments

Experiments on tone adjustments Experiments on tone adjustments Jesko L. VERHEY 1 ; Jan HOTS 2 1 University of Magdeburg, Germany ABSTRACT Many technical sounds contain tonal components originating from rotating parts, such as electric

More information

Largeness and shape of sound images captured by sketch-drawing experiments: Effects of bandwidth and center frequency of broadband noise

Largeness and shape of sound images captured by sketch-drawing experiments: Effects of bandwidth and center frequency of broadband noise PAPER #2017 The Acoustical Society of Japan Largeness and shape of sound images captured by sketch-drawing experiments: Effects of bandwidth and center frequency of broadband noise Makoto Otani 1;, Kouhei

More information

Temporal summation of loudness as a function of frequency and temporal pattern

Temporal summation of loudness as a function of frequency and temporal pattern The 33 rd International Congress and Exposition on Noise Control Engineering Temporal summation of loudness as a function of frequency and temporal pattern I. Boullet a, J. Marozeau b and S. Meunier c

More information

Considerations in Updating Broadcast Regulations for the Digital Era

Considerations in Updating Broadcast Regulations for the Digital Era Considerations in Updating Broadcast Regulations for the Digital Era By Koji Yoshihisa Economic & Industrial Research Group Broadcast television, the undisputed king of entertainment in the household,

More information

MODIFICATIONS TO THE POWER FUNCTION FOR LOUDNESS

MODIFICATIONS TO THE POWER FUNCTION FOR LOUDNESS MODIFICATIONS TO THE POWER FUNCTION FOR LOUDNESS Søren uus 1,2 and Mary Florentine 1,3 1 Institute for Hearing, Speech, and Language 2 Communications and Digital Signal Processing Center, ECE Dept. (440

More information

Validity of TV, Video, Video Game Viewing/Usage Diary: Comparison with the Data Measured by a Viewing State Measurement Device

Validity of TV, Video, Video Game Viewing/Usage Diary: Comparison with the Data Measured by a Viewing State Measurement Device Journal of Socio-Informatics Vol. 7, No. 1 Nov. 2014 Validity of TV, Video, Video Game Viewing/Usage Diary: Comparison with the Data Measured by a Viewing State Measurement Device Keywords: Media use measurement,

More information

Loudness of pink noise and stationary technical sounds

Loudness of pink noise and stationary technical sounds Loudness of pink noise and stationary technical sounds Josef Schlittenlacher, Takeo Hashimoto, Hugo Fastl, Seiichiro Namba, Sonoko Kuwano 5 and Shigeko Hatano,, Seikei University -- Kichijoji Kitamachi,

More information

Contents. Overview of the Japanese Television Broadcasting Industry 1. Advertising Market Scale by Media

Contents. Overview of the Japanese Television Broadcasting Industry 1. Advertising Market Scale by Media Contents Overview of the Japanese Television Broadcasting Industry 1 Advertising Market Scale by Media Television Advertising Expenditures 2 Satellite Media-Related Advertising Expenditures 2 Characteristics

More information

Musicians Adjustment of Performance to Room Acoustics, Part III: Understanding the Variations in Musical Expressions

Musicians Adjustment of Performance to Room Acoustics, Part III: Understanding the Variations in Musical Expressions Musicians Adjustment of Performance to Room Acoustics, Part III: Understanding the Variations in Musical Expressions K. Kato a, K. Ueno b and K. Kawai c a Center for Advanced Science and Innovation, Osaka

More information

IP Telephony and Some Factors that Influence Speech Quality

IP Telephony and Some Factors that Influence Speech Quality IP Telephony and Some Factors that Influence Speech Quality Hans W. Gierlich Vice President HEAD acoustics GmbH Introduction This paper examines speech quality and Internet protocol (IP) telephony. Voice

More information

TRENDS IN SATELLITE BROADCASTING

TRENDS IN SATELLITE BROADCASTING Report TRENDS IN SATELLITE BROADCASTING Yoshihito Hattori Director Acting Senior Executive Engineer Planning Division Broadcasting Satellite System Corporation (B-SAT) In this article, satellite broadcasts

More information

Overview of Information Presentation Technologies for Visually Impaired and Applications in Broadcasting

Overview of Information Presentation Technologies for Visually Impaired and Applications in Broadcasting Overview of Information Presentation Technologies for Visually Impaired and Applications in Broadcasting It has been over 60 years since television broadcasting began in Japan. Today, digital broadcasts

More information

FREE TV AUSTRALIA OPERATIONAL PRACTICE OP- 59 Measurement and Management of Loudness in Soundtracks for Television Broadcasting

FREE TV AUSTRALIA OPERATIONAL PRACTICE OP- 59 Measurement and Management of Loudness in Soundtracks for Television Broadcasting Page 1 of 10 1. SCOPE This Operational Practice is recommended by Free TV Australia and refers to the measurement of audio loudness as distinct from audio level. It sets out guidelines for measuring and

More information

MEASURING LOUDNESS OF LONG AND SHORT TONES USING MAGNITUDE ESTIMATION

MEASURING LOUDNESS OF LONG AND SHORT TONES USING MAGNITUDE ESTIMATION MEASURING LOUDNESS OF LONG AND SHORT TONES USING MAGNITUDE ESTIMATION Michael Epstein 1,2, Mary Florentine 1,3, and Søren Buus 1,2 1Institute for Hearing, Speech, and Language 2Communications and Digital

More information

Relation between the overall unpleasantness of a long duration sound and the one of its events : application to a delivery truck

Relation between the overall unpleasantness of a long duration sound and the one of its events : application to a delivery truck Relation between the overall unpleasantness of a long duration sound and the one of its events : application to a delivery truck E. Geissner a and E. Parizet b a Laboratoire Vibrations Acoustique - INSA

More information

Loudness and Pitch of Kunqu Opera 1 Li Dong, Johan Sundberg and Jiangping Kong Abstract Equivalent sound level (Leq), sound pressure level (SPL) and f

Loudness and Pitch of Kunqu Opera 1 Li Dong, Johan Sundberg and Jiangping Kong Abstract Equivalent sound level (Leq), sound pressure level (SPL) and f Loudness and Pitch of Kunqu Opera 1 Li Dong, Johan Sundberg and Jiangping Kong Abstract Equivalent sound level (Leq), sound pressure level (SPL) and fundamental frequency (F0) is analyzed in each of five

More information

TO HONOR STEVENS AND REPEAL HIS LAW (FOR THE AUDITORY STSTEM)

TO HONOR STEVENS AND REPEAL HIS LAW (FOR THE AUDITORY STSTEM) TO HONOR STEVENS AND REPEAL HIS LAW (FOR THE AUDITORY STSTEM) Mary Florentine 1,2 and Michael Epstein 1,2,3 1Institute for Hearing, Speech, and Language 2Dept. Speech-Language Pathology and Audiology (133

More information

Skip Length and Inter-Starvation Distance as a Combined Metric to Assess the Quality of Transmitted Video

Skip Length and Inter-Starvation Distance as a Combined Metric to Assess the Quality of Transmitted Video Skip Length and Inter-Starvation Distance as a Combined Metric to Assess the Quality of Transmitted Video Mohamed Hassan, Taha Landolsi, Husameldin Mukhtar, and Tamer Shanableh College of Engineering American

More information

The Tone Height of Multiharmonic Sounds. Introduction

The Tone Height of Multiharmonic Sounds. Introduction Music-Perception Winter 1990, Vol. 8, No. 2, 203-214 I990 BY THE REGENTS OF THE UNIVERSITY OF CALIFORNIA The Tone Height of Multiharmonic Sounds ROY D. PATTERSON MRC Applied Psychology Unit, Cambridge,

More information

However, in studies of expressive timing, the aim is to investigate production rather than perception of timing, that is, independently of the listene

However, in studies of expressive timing, the aim is to investigate production rather than perception of timing, that is, independently of the listene Beat Extraction from Expressive Musical Performances Simon Dixon, Werner Goebl and Emilios Cambouropoulos Austrian Research Institute for Artificial Intelligence, Schottengasse 3, A-1010 Vienna, Austria.

More information

Colour-influences on loudness judgements

Colour-influences on loudness judgements Proceedings of th International Congress on Acoustics, ICA 1 3 7 August 1, Sydney, Australia PACS: 3..Cb, 3..Lj ABSTRACT Colour-influences on loudness judgements Daniel Menzel, Norman Haufe, Hugo Fastl

More information

Recently new broadcasting media have entered the market one after another. FM radio broadcasting. BS broadcasting CS analog broadcasting 1992

Recently new broadcasting media have entered the market one after another. FM radio broadcasting. BS broadcasting CS analog broadcasting 1992 -1 Outline Recently new broadcasting media have entered the market one after another. Japanese broadcasting is basically divided into three media: terrestrial broadcasting, satellite broadcasting and cable

More information

DAT335 Music Perception and Cognition Cogswell Polytechnical College Spring Week 6 Class Notes

DAT335 Music Perception and Cognition Cogswell Polytechnical College Spring Week 6 Class Notes DAT335 Music Perception and Cognition Cogswell Polytechnical College Spring 2009 Week 6 Class Notes Pitch Perception Introduction Pitch may be described as that attribute of auditory sensation in terms

More information

Loudness of transmitted speech signals for SWB and FB applications

Loudness of transmitted speech signals for SWB and FB applications Loudness of transmitted speech signals for SWB and FB applications Challenges, auditory evaluation and proposals for handset and hands-free scenarios Jan Reimes HEAD acoustics GmbH Sophia Antipolis, 2017-05-10

More information

How to Manage Color in Telemedicine

How to Manage Color in Telemedicine [ Document Identification Number : DIN01022816 ] Digital Color Imaging in Biomedicine, 7-13, 2001.02.28 Yasuhiro TAKAHASHI *1 *1 CANON INC. Office

More information

Equal Intensity Contours for Whole-Body Vibrations Compared With Vibrations Cross-Modally Matched to Isophones

Equal Intensity Contours for Whole-Body Vibrations Compared With Vibrations Cross-Modally Matched to Isophones Equal Intensity Contours for Whole-Body Vibrations Compared With Vibrations Cross-Modally Matched to Isophones Sebastian Merchel, M. Ercan Altinsoy and Maik Stamm Chair of Communication Acoustics, Dresden

More information

Speech and Speaker Recognition for the Command of an Industrial Robot

Speech and Speaker Recognition for the Command of an Industrial Robot Speech and Speaker Recognition for the Command of an Industrial Robot CLAUDIA MOISA*, HELGA SILAGHI*, ANDREI SILAGHI** *Dept. of Electric Drives and Automation University of Oradea University Street, nr.

More information

Study on Economic Partnership Projects. in Developing Countries in FY2008. Study on Digitalization of Terrestrial TV

Study on Economic Partnership Projects. in Developing Countries in FY2008. Study on Digitalization of Terrestrial TV Study on Economic Partnership Projects in Developing Countries in FY2008 Study on Digitalization of Terrestrial TV Broadcasting Systems in the Republic of the Philippines SUMMARY March 2009 Marubeni Corporation

More information

Correlation between Groovy Singing and Words in Popular Music

Correlation between Groovy Singing and Words in Popular Music Proceedings of 20 th International Congress on Acoustics, ICA 2010 23-27 August 2010, Sydney, Australia Correlation between Groovy Singing and Words in Popular Music Yuma Sakabe, Katsuya Takase and Masashi

More information

Digital Terrestrial Broadcasting: Challenges In Its Implementation

Digital Terrestrial Broadcasting: Challenges In Its Implementation Digital Terrestrial Broadcasting: Challenges In Its Implementation SET2005@São Paulo September 232 rd,2005 Yoshiki Maruyama Executive Engineer tv asahi corporation maruyama@tv-asahi.co.jp asahi.co.jp Contents

More information

On Human Capability and Acoustic Cues for Discriminating Singing and Speaking Voices

On Human Capability and Acoustic Cues for Discriminating Singing and Speaking Voices On Human Capability and Acoustic Cues for Discriminating Singing and Speaking Voices Yasunori Ohishi 1 Masataka Goto 3 Katunobu Itou 2 Kazuya Takeda 1 1 Graduate School of Information Science, Nagoya University,

More information

All-digital planning and digital switch-over

All-digital planning and digital switch-over All-digital planning and digital switch-over Chris Nokes, Nigel Laflin, Dave Darlington 10th September 2000 1 This presentation gives the results of some of the work that is being done by BBC R&D to investigate

More information

A new international DVB-T Frequency Plan

A new international DVB-T Frequency Plan LS Seminar day Lichtenau,12 June 2002 A new international DVB-T Frequency Plan J Doeven www.nozema.nl Need for International Agreements Equitable access Avoiding unacceptable interference Possibilities

More information

Visual Color Matching under Various Viewing Conditions

Visual Color Matching under Various Viewing Conditions Visual Color Matching under Various Viewing Conditions Hitoshi Komatsubara, 1 * Shinji Kobayashi, 1 Nobuyuki Nasuno, 1 Yasushi Nakajima, 2 Shuichi Kumada 2 1 Japan Color Research Institute, 4-6-23 Ueno

More information

Outline of broadcaster s infrastructure

Outline of broadcaster s infrastructure ISDB-T T Seminar Session 4 part2 DTTB products and infrastructure in Japan Outline of broadcaster s infrastructure Venezuela 2006 August 29 th,2006 DiBEG Japan Yoshiki MARUYAMA tv asahi Contents Fundamental

More information

TitleVocal Shimmer of the Laryngeal Poly. Citation 音声科学研究 = Studia phonologica (1977),

TitleVocal Shimmer of the Laryngeal Poly. Citation 音声科学研究 = Studia phonologica (1977), TitleVocal Shimmer of the Laryngeal Poly Author(s) Kitajima, Kazutomo Citation 音声科学研究 = Studia phonologica (1977), Issue Date 1977 URL http://hdl.handle.net/2433/52572 Right Type Departmental Bulletin

More information

Dynamic Range Management in. Kenneth Hunold Broadcast Applications Engineer Dolby Laboratories, Inc.

Dynamic Range Management in. Kenneth Hunold Broadcast Applications Engineer Dolby Laboratories, Inc. Dynamic Range Management in Proposed ATSC Recommended Practice A/85 Kenneth Hunold Broadcast Applications Engineer Dolby Laboratories, Inc. Dynamic Range Control (DRC) in DTV Audio (AC-3) Where did the

More information

Comparison between Opera houses: Italian and Japanese cases

Comparison between Opera houses: Italian and Japanese cases Comparison between Opera houses: Italian and Japanese cases Angelo Farina, Lamberto Tronchin and Valerio Tarabusi Industrial Engineering Dept. University of Parma, via delle Scienze 181/A, 431 Parma, Italy

More information

Sound design strategy for enhancing subjective preference of EV interior sound

Sound design strategy for enhancing subjective preference of EV interior sound Sound design strategy for enhancing subjective preference of EV interior sound Doo Young Gwak 1, Kiseop Yoon 2, Yeolwan Seong 3 and Soogab Lee 4 1,2,3 Department of Mechanical and Aerospace Engineering,

More information

HEVC/H.265 CODEC SYSTEM AND TRANSMISSION EXPERIMENTS AIMED AT 8K BROADCASTING

HEVC/H.265 CODEC SYSTEM AND TRANSMISSION EXPERIMENTS AIMED AT 8K BROADCASTING HEVC/H.265 CODEC SYSTEM AND TRANSMISSION EXPERIMENTS AIMED AT 8K BROADCASTING Y. Sugito 1, K. Iguchi 1, A. Ichigaya 1, K. Chida 1, S. Sakaida 1, H. Sakate 2, Y. Matsuda 2, Y. Kawahata 2 and N. Motoyama

More information

Brian C. J. Moore Department of Experimental Psychology, University of Cambridge, Downing Street, Cambridge CB2 3EB, England

Brian C. J. Moore Department of Experimental Psychology, University of Cambridge, Downing Street, Cambridge CB2 3EB, England Asymmetry of masking between complex tones and noise: Partial loudness Hedwig Gockel a) CNBH, Department of Physiology, University of Cambridge, Downing Street, Cambridge CB2 3EG, England Brian C. J. Moore

More information

inter.noise 2000 The 29th International Congress and Exhibition on Noise Control Engineering August 2000, Nice, FRANCE

inter.noise 2000 The 29th International Congress and Exhibition on Noise Control Engineering August 2000, Nice, FRANCE Copyright SFA - InterNoise 2000 1 inter.noise 2000 The 29th International Congress and Exhibition on Noise Control Engineering 27-30 August 2000, Nice, FRANCE I-INCE Classification: 7.5 BALANCE OF CAR

More information

Chapter Two: Long-Term Memory for Timbre

Chapter Two: Long-Term Memory for Timbre 25 Chapter Two: Long-Term Memory for Timbre Task In a test of long-term memory, listeners are asked to label timbres and indicate whether or not each timbre was heard in a previous phase of the experiment

More information

Listener Envelopment LEV, Strength G and Reverberation Time RT in Concert Halls

Listener Envelopment LEV, Strength G and Reverberation Time RT in Concert Halls Proceedings of 20 th International Congress on Acoustics, ICA 2010 23-27 August 2010, Sydney, Australia Listener Envelopment LEV, Strength G and Reverberation Time RT in Concert Halls PACS: 43.55.Br, 43.55.Fw

More information

JOURNAL OF BUILDING ACOUSTICS. Volume 20 Number

JOURNAL OF BUILDING ACOUSTICS. Volume 20 Number Early and Late Support Measured over Various Distances: The Covered versus Open Part of the Orchestra Pit by R.H.C. Wenmaekers and C.C.J.M. Hak Reprinted from JOURNAL OF BUILDING ACOUSTICS Volume 2 Number

More information

Quarterly Progress and Status Report. Musicians and nonmusicians sensitivity to differences in music performance

Quarterly Progress and Status Report. Musicians and nonmusicians sensitivity to differences in music performance Dept. for Speech, Music and Hearing Quarterly Progress and Status Report Musicians and nonmusicians sensitivity to differences in music performance Sundberg, J. and Friberg, A. and Frydén, L. journal:

More information

Applied Acoustics 73 (2012) Contents lists available at SciVerse ScienceDirect. Applied Acoustics

Applied Acoustics 73 (2012) Contents lists available at SciVerse ScienceDirect. Applied Acoustics Applied Acoustics 73 (2012) 1282 1288 Contents lists available at SciVerse ScienceDirect Applied Acoustics journal homepage: www.elsevier.com/locate/apacoust Three-dimensional acoustic sound field reproduction

More information

SKY PerfecTV! HIKARI Announces HD Services Including 3D Capability. SKY PerfecTV! HIKARI to Start High Definition Broadcasts from May 1

SKY PerfecTV! HIKARI Announces HD Services Including 3D Capability. SKY PerfecTV! HIKARI to Start High Definition Broadcasts from May 1 News Release March 19 2010 SKY Perfect JSAT Holdings Inc. SKY PerfecTV! HIKARI Announces HD Services Including 3D Capability SKY PerfecTV! HIKARI to Start High Definition Broadcasts from May 1 SKY Perfect

More information

Quarterly Progress and Status Report. Perception of just noticeable time displacement of a tone presented in a metrical sequence at different tempos

Quarterly Progress and Status Report. Perception of just noticeable time displacement of a tone presented in a metrical sequence at different tempos Dept. for Speech, Music and Hearing Quarterly Progress and Status Report Perception of just noticeable time displacement of a tone presented in a metrical sequence at different tempos Friberg, A. and Sundberg,

More information

EFFECTS OF REVERBERATION TIME AND SOUND SOURCE CHARACTERISTIC TO AUDITORY LOCALIZATION IN AN INDOOR SOUND FIELD. Chiung Yao Chen

EFFECTS OF REVERBERATION TIME AND SOUND SOURCE CHARACTERISTIC TO AUDITORY LOCALIZATION IN AN INDOOR SOUND FIELD. Chiung Yao Chen ICSV14 Cairns Australia 9-12 July, 2007 EFFECTS OF REVERBERATION TIME AND SOUND SOURCE CHARACTERISTIC TO AUDITORY LOCALIZATION IN AN INDOOR SOUND FIELD Chiung Yao Chen School of Architecture and Urban

More information

Speech Recognition and Signal Processing for Broadcast News Transcription

Speech Recognition and Signal Processing for Broadcast News Transcription 2.2.1 Speech Recognition and Signal Processing for Broadcast News Transcription Continued research and development of a broadcast news speech transcription system has been promoted. Universities and researchers

More information

OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Austria DSTI/ICCP/TISP(2000)6

OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Austria DSTI/ICCP/TISP(2000)6 OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Austria DSTI/ICCP/TISP(2000)6 BROADCASTING Broadcasting s available 1. Please provide details of the broadcasting and cable television s available in your

More information

Understanding PQR, DMOS, and PSNR Measurements

Understanding PQR, DMOS, and PSNR Measurements Understanding PQR, DMOS, and PSNR Measurements Introduction Compression systems and other video processing devices impact picture quality in various ways. Consumers quality expectations continue to rise

More information

Newspapers. Periodicals, magazines

Newspapers. Periodicals, magazines Special Terms Extraordinary Provisions Newspapers Print run up to 1/8 ¼ ½ 1/1 Double page 25.000 3 040 5 810 8 300 8 740 14 160 50.000 5 260 7 580 10 520 11 070 17 660 100.000 7 420 10 020 15 390 16 160

More information

1 Introduction to PSQM

1 Introduction to PSQM A Technical White Paper on Sage s PSQM Test Renshou Dai August 7, 2000 1 Introduction to PSQM 1.1 What is PSQM test? PSQM stands for Perceptual Speech Quality Measure. It is an ITU-T P.861 [1] recommended

More information

The quality of potato chip sounds and crispness impression

The quality of potato chip sounds and crispness impression PROCEEDINGS of the 22 nd International Congress on Acoustics Product Quality and Multimodal Interaction: Paper ICA2016-558 The quality of potato chip sounds and crispness impression M. Ercan Altinsoy Chair

More information

How Young Children Are Watching TV: From the June 2012 Rating Survey on Young Children s TV Viewing

How Young Children Are Watching TV: From the June 2012 Rating Survey on Young Children s TV Viewing How Young Children Are Watching TV: From the June Rating Survey on Young Children s TV Viewing By Chie Sekine Introduction This paper reports on the results from the Rating Survey on Young Children s TV

More information

BBC Television Services Review

BBC Television Services Review BBC Television Services Review Quantitative audience research assessing BBC One, BBC Two and BBC Four s delivery of the BBC s Public Purposes Prepared for: November 2010 Prepared by: Trevor Vagg and Sara

More information

Do Zwicker Tones Evoke a Musical Pitch?

Do Zwicker Tones Evoke a Musical Pitch? Do Zwicker Tones Evoke a Musical Pitch? Hedwig E. Gockel and Robert P. Carlyon Abstract It has been argued that musical pitch, i.e. pitch in its strictest sense, requires phase locking at the level of

More information

Psychoacoustics. lecturer:

Psychoacoustics. lecturer: Psychoacoustics lecturer: stephan.werner@tu-ilmenau.de Block Diagram of a Perceptual Audio Encoder loudness critical bands masking: frequency domain time domain binaural cues (overview) Source: Brandenburg,

More information

1. Introduction NCMMSC2009

1. Introduction NCMMSC2009 NCMMSC9 Speech-to-Singing Synthesis System: Vocal Conversion from Speaking Voices to Singing Voices by Controlling Acoustic Features Unique to Singing Voices * Takeshi SAITOU 1, Masataka GOTO 1, Masashi

More information

A perceptual study on face design for Moe characters in Cool Japan contents

A perceptual study on face design for Moe characters in Cool Japan contents KEER2014, LINKÖPING JUNE 11-13 2014 INTERNATIONAL CONFERENCE ON KANSEI ENGINEERING AND EMOTION RESEARCH A perceptual study on face design for Moe characters in Cool Japan contents Yuki Wada 1, Ryo Yoneda

More information

COMMUNICATIONS OUTLOOK 1999

COMMUNICATIONS OUTLOOK 1999 OCDE OECD ORGANISATION DE COOPÉRATION ET ORGANISATION FOR ECONOMIC DE DÉVELOPPEMENT ÉCONOMIQUES CO-OPERATION AND DEVELOPMENT COMMUNICATIONS OUTLOOK 1999 BROADCASTING: Regulatory Issues Country: Denmark

More information

Omnia.9sg Your Processor s Secret Weapon

Omnia.9sg Your Processor s Secret Weapon Omnia.9sg Your Processor s Secret Weapon OVERVIEW For split audio processing applications, no one does it better than the processor-agnostic 9sg! We know that the main processor must be installed at either

More information

Sentiment Extraction in Music

Sentiment Extraction in Music Sentiment Extraction in Music Haruhiro KATAVOSE, Hasakazu HAl and Sei ji NOKUCH Department of Control Engineering Faculty of Engineering Science Osaka University, Toyonaka, Osaka, 560, JAPAN Abstract This

More information

Types of Publications

Types of Publications Types of Publications Articles Communications Reviews ; Review Articles Mini-Reviews Highlights Essays Perspectives Book, Chapters by same Author(s) Edited Book, Chapters by different Authors(s) JACS Communication

More information

ThinkNow Media How Streaming Services & Gaming Are Disrupting Traditional Media Consumption Habits Report

ThinkNow Media How Streaming Services & Gaming Are Disrupting Traditional Media Consumption Habits Report ThinkNow Media How Streaming Services & Gaming Are Disrupting Traditional Media Consumption Habits 2018 Report 1 ThinkNow Media What is it? ThinkNow Media is a nationwide survey that looks at Americans

More information

Broadcasting Regulatory Policy CRTC

Broadcasting Regulatory Policy CRTC Broadcasting Regulatory Policy CRTC 2016-364 PDF version Reference: 2016-76 Ottawa, 8 September 2016 General authorizations for broadcasting distribution undertakings The Commission amends the general

More information

Proposed Standard Revision of ATSC Digital Television Standard Part 5 AC-3 Audio System Characteristics (A/53, Part 5:2007)

Proposed Standard Revision of ATSC Digital Television Standard Part 5 AC-3 Audio System Characteristics (A/53, Part 5:2007) Doc. TSG-859r6 (formerly S6-570r6) 24 May 2010 Proposed Standard Revision of ATSC Digital Television Standard Part 5 AC-3 System Characteristics (A/53, Part 5:2007) Advanced Television Systems Committee

More information

Precedence-based speech segregation in a virtual auditory environment

Precedence-based speech segregation in a virtual auditory environment Precedence-based speech segregation in a virtual auditory environment Douglas S. Brungart a and Brian D. Simpson Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433 Richard L. Freyman University

More information

As novidades do Laboratório de Pesquisas de Ciências e de Técnicas (STRL) da NHK. Sep 2003 SET2003 9:00-11:00 Auditório B Hiroo Arata

As novidades do Laboratório de Pesquisas de Ciências e de Técnicas (STRL) da NHK. Sep 2003 SET2003 9:00-11:00 Auditório B Hiroo Arata 1 As novidades do Laboratório de Pesquisas de Ciências e de Técnicas (STRL) da NHK. Sep 2003 SET2003 9:00-11:00 Auditório B Hiroo Arata 2 open house(presentation) Video(English) 20 minute HDTV Mobile reception

More information

A PSYCHOACOUSTICAL INVESTIGATION INTO THE EFFECT OF WALL MATERIAL ON THE SOUND PRODUCED BY LIP-REED INSTRUMENTS

A PSYCHOACOUSTICAL INVESTIGATION INTO THE EFFECT OF WALL MATERIAL ON THE SOUND PRODUCED BY LIP-REED INSTRUMENTS A PSYCHOACOUSTICAL INVESTIGATION INTO THE EFFECT OF WALL MATERIAL ON THE SOUND PRODUCED BY LIP-REED INSTRUMENTS JW Whitehouse D.D.E.M., The Open University, Milton Keynes, MK7 6AA, United Kingdom DB Sharp

More information

COZI TV: Commercials: commercial instructions for COZI TV to: Diane Hernandez-Feliciano Phone:

COZI TV: Commercials:  commercial instructions for COZI TV to: Diane Hernandez-Feliciano Phone: COZI TV: Commercials: Email commercial instructions for COZI TV to: cozi_tv_traffic@nbcuni.com Diane Hernandez-Feliciano Phone: 212-664-5347 Joseph Gill Phone: 212-664-7089 Billboards: Logo formats: jpeg,

More information

MELODIC AND RHYTHMIC CONTRASTS IN EMOTIONAL SPEECH AND MUSIC

MELODIC AND RHYTHMIC CONTRASTS IN EMOTIONAL SPEECH AND MUSIC MELODIC AND RHYTHMIC CONTRASTS IN EMOTIONAL SPEECH AND MUSIC Lena Quinto, William Forde Thompson, Felicity Louise Keating Psychology, Macquarie University, Australia lena.quinto@mq.edu.au Abstract Many

More information

COMMUNICATIONS OUTLOOK 1999

COMMUNICATIONS OUTLOOK 1999 OCDE OECD ORGANISATION DE COOPÉRATION ET ORGANISATION FOR ECONOMIC DE DÉVELOPPEMENT ÉCONOMIQUES CO-OPERATION AND DEVELOPMENT COMMUNICATIONS OUTLOOK 1999 BROADCASTING: Regulatory Issues Country: Norway

More information

A QUERY BY EXAMPLE MUSIC RETRIEVAL ALGORITHM

A QUERY BY EXAMPLE MUSIC RETRIEVAL ALGORITHM A QUER B EAMPLE MUSIC RETRIEVAL ALGORITHM H. HARB AND L. CHEN Maths-Info department, Ecole Centrale de Lyon. 36, av. Guy de Collongue, 69134, Ecully, France, EUROPE E-mail: {hadi.harb, liming.chen}@ec-lyon.fr

More information

Musical Acoustics Lecture 15 Pitch & Frequency (Psycho-Acoustics)

Musical Acoustics Lecture 15 Pitch & Frequency (Psycho-Acoustics) 1 Musical Acoustics Lecture 15 Pitch & Frequency (Psycho-Acoustics) Pitch Pitch is a subjective characteristic of sound Some listeners even assign pitch differently depending upon whether the sound was

More information

Consonance perception of complex-tone dyads and chords

Consonance perception of complex-tone dyads and chords Downloaded from orbit.dtu.dk on: Nov 24, 28 Consonance perception of complex-tone dyads and chords Rasmussen, Marc; Santurette, Sébastien; MacDonald, Ewen Published in: Proceedings of Forum Acusticum Publication

More information

The EU Audiovisual Media Services Directive and its transposition into national law a comparative study of the 27 Member States

The EU Audiovisual Media Services Directive and its transposition into national law a comparative study of the 27 Member States The EU Audiovisual Media Services Directive and its transposition into national law a comparative study of the 27 Member States Member State: France Act relative to audio-visual communication and to the

More information

Inter-Player Variability of a Roll Performance on a Snare-Drum Performance

Inter-Player Variability of a Roll Performance on a Snare-Drum Performance Inter-Player Variability of a Roll Performance on a Snare-Drum Performance Masanobu Dept.of Media Informatics, Fac. of Sci. and Tech., Ryukoku Univ., 1-5, Seta, Oe-cho, Otsu, Shiga, Japan, miura@rins.ryukoku.ac.jp

More information

OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Section

OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Section OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Section Country: NEW ZEALAND Date completed: 1 September 2000 Broadcasting s available BROADCASTING 1. Please provide details of the broadcasting and cable

More information

Automatic Commercial Monitoring for TV Broadcasting Using Audio Fingerprinting

Automatic Commercial Monitoring for TV Broadcasting Using Audio Fingerprinting Automatic Commercial Monitoring for TV Broadcasting Using Audio Fingerprinting Dalwon Jang 1, Seungjae Lee 2, Jun Seok Lee 2, Minho Jin 1, Jin S. Seo 2, Sunil Lee 1 and Chang D. Yoo 1 1 Korea Advanced

More information

DRAFT RELEASE FOR BETA EVALUATION ONLY

DRAFT RELEASE FOR BETA EVALUATION ONLY IPM-16 In-Picture Audio Metering User Manual DRAFT RELEASE FOR BETA EVALUATION ONLY Ver 0.2 April 2013 1 Contents Introduction...3 In Picture Audio Meter Displays...4 Installation...7 External Audio Board

More information

Conversion of Analogue Television Networks to Digital Television Networks

Conversion of Analogue Television Networks to Digital Television Networks Conversion of Analogue Television Networks to Digital Television Networks Sara Elvidge-Tappenden Spectrum Planning Group, BBC R&D 1 Introduction There are many possible planning approaches for the design

More information

Urban Space and Architectural Scale - Two Examples of Empirical Research in Architectural Aesthetics

Urban Space and Architectural Scale - Two Examples of Empirical Research in Architectural Aesthetics Urban Space and Architectural Scale - Two Examples of Empirical Research in Architectural Aesthetics Weber, Ralf and Wolter, Birgit*; Jacobsen, Thomas*; Vosskoetter, Silke** * Collaborators in Project

More information

ONLINE ACTIVITIES FOR MUSIC INFORMATION AND ACOUSTICS EDUCATION AND PSYCHOACOUSTIC DATA COLLECTION

ONLINE ACTIVITIES FOR MUSIC INFORMATION AND ACOUSTICS EDUCATION AND PSYCHOACOUSTIC DATA COLLECTION ONLINE ACTIVITIES FOR MUSIC INFORMATION AND ACOUSTICS EDUCATION AND PSYCHOACOUSTIC DATA COLLECTION Travis M. Doll Ray V. Migneco Youngmoo E. Kim Drexel University, Electrical & Computer Engineering {tmd47,rm443,ykim}@drexel.edu

More information

Informational Masking and Trained Listening. Undergraduate Honors Thesis

Informational Masking and Trained Listening. Undergraduate Honors Thesis Informational Masking and Trained Listening Undergraduate Honors Thesis Presented in partial fulfillment of requirements for the Degree of Bachelor of the Arts by Erica Laughlin The Ohio State University

More information

Study on the audiovisual content viewing habits of Canadians in June 2014

Study on the audiovisual content viewing habits of Canadians in June 2014 Study on the audiovisual content viewing habits of Canadians in 2014 June 2014 Table of contents Context, objectives and methodology 3 Summary of results 9 Detailed results 14 Audiovisual content viewing

More information

Therapeutic Sound for Tinnitus Management: Subjective Helpfulness Ratings. VA M e d i c a l C e n t e r D e c a t u r, G A

Therapeutic Sound for Tinnitus Management: Subjective Helpfulness Ratings. VA M e d i c a l C e n t e r D e c a t u r, G A Therapeutic Sound for Tinnitus Management: Subjective Helpfulness Ratings Steven Benton, Au.D. VA M e d i c a l C e n t e r D e c a t u r, G A 3 0 0 3 3 The Neurophysiological Model According to Jastreboff

More information

Experiment 13 Sampling and reconstruction

Experiment 13 Sampling and reconstruction Experiment 13 Sampling and reconstruction Preliminary discussion So far, the experiments in this manual have concentrated on communications systems that transmit analog signals. However, digital transmission

More information

Practice makes less imperfect: the effects of experience and practice on the kinetics and coordination of flutists' fingers

Practice makes less imperfect: the effects of experience and practice on the kinetics and coordination of flutists' fingers Proceedings of the International Symposium on Music Acoustics (Associated Meeting of the International Congress on Acoustics) 25-31 August 2010, Sydney and Katoomba, Australia Practice makes less imperfect:

More information

METHODS TO ELIMINATE THE BASS CANCELLATION BETWEEN LFE AND MAIN CHANNELS

METHODS TO ELIMINATE THE BASS CANCELLATION BETWEEN LFE AND MAIN CHANNELS METHODS TO ELIMINATE THE BASS CANCELLATION BETWEEN LFE AND MAIN CHANNELS SHINTARO HOSOI 1, MICK M. SAWAGUCHI 2, AND NOBUO KAMEYAMA 3 1 Speaker Engineering Department, Pioneer Corporation, Tokyo, Japan

More information

Comparing Books Held by Japanese Public Libraries: Outsourcing versus Local Government Management

Comparing Books Held by Japanese Public Libraries: Outsourcing versus Local Government Management Comparing Books Held by Japanese Public Libraries: Outsourcing versus Local Government Management Yuhiro Mizunuma Graduate School of Library, Information and Media Studies, University of Tsukuba, Japan

More information

Music Recommendation from Song Sets

Music Recommendation from Song Sets Music Recommendation from Song Sets Beth Logan Cambridge Research Laboratory HP Laboratories Cambridge HPL-2004-148 August 30, 2004* E-mail: Beth.Logan@hp.com music analysis, information retrieval, multimedia

More information