Faculty

Institution

Unit

Venue

Alexander Lerch

Associate Professor

Georgia Institute of Technology

Affiliations

College of Design

School of Music

Alexander Lerch is currently serving as a College Of Design Associate Professor at Georgia Institute of Technology.

Honors

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Experiences

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Education

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Alexander Lerch

Georgia Institute of Technology

Associate Professor

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machine learning computer science music information retrieval music information retrieval data science pattern recognition deep learning audio analysis natural language processing speech processing audio signal processing audio retrieval acoustic signal processing music processing digital signal processing spoken language technology music classification automatic drum transcription performance studies music technology (electronic and digital) performance evaluation speech communication performance assessment audio mining educational assessment multimedia information processing speech technology higher education assessment student assessment supervised learning anomaly detection feature learning semantic computing computational semantics semantic technologies deep neural networks polyphonic music latent spaces drum transcription non-negative matrix factorization music performance analysis percussive music performances voice separation statistical software computational statistics evolutionary computation natural language generation musical expression engineering optimization swarm intelligence control optimization information technology cybernetics independent component analysis principal component analysis multidimensional analysis large scale optimization spoken language processing educational data mining automated assessment inpainting geometric learning unsupervised machine learning multimedia analysis data format television studies speech science semi-supervised learning pca model pca algorithm properties music informatics decoupled exploration student music chord detection instrument activity detection technology music science algorithmic composition computer music

Notable Scholarly Works

Notable Federal Grants

Collaborators

ASPED: An Audio Dataset for Detecting Pedestrians. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2024)

Pavan SeshadriChaeyeon HanBon-Woo KooNoah PosnerSubhrajit GuhathakurtaAlexander Lerch

pattern recognitionaudio analysisaudio datasetdata sciencemotion detectionactivity recognitionobject detectioncomputer vision

Embedding Compression for Teacher-To-Student Knowledge Transfer. arXiv (Cornell University) (2024)

Yiwei DingAlexander Lerch

knowledge transferdata compressiontechnologyhigher educationeducational technologymodel compressionteacher-to-student knowledge transferlossless compressionclassroom instruction

Enhancing Video Music Recommendation With Transformer-Driven Audio-Visual Embeddings. (2024)

Shimiao LiuAlexander Lerch

video music recommendationtransformer-driven audio-visual embeddingscomputer musicmusicvideo interpretation

Principal Component Analysis. CRC Press eBooks (2024)

Scott Calvin

pattern recognitionprincipal component analysisdata miningcomputer sciencecomputational statisticsmultidimensional analysisdata scienceindependent component analysispca modelhigh-dimensional statisticsstatistical softwarelinear algebranumerical linear algebrapca algorithm properties

Quantifying Spatial Audio Quality Impairment. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2024)

Karn N. WatcharasupatAlexander Lerch

cognitive sciencespatial analysisspatial audio

Toward Audio-Based Sensing for Pedestrian Detection. The Journal of the Acoustical Society of America (2024)

Yiwei DingChaeyeon HanPavan SeshadriBon Woo KooNoah PosnerSubhro GuhathakurtaAlexander Lerch

audio analysisengineeringpedestrian detectionacoustic signal processingacoustical engineeringengineering acousticsensorsaudio-based sensinginstrumentationaudiologycomputer visionacoustic sensors

Understanding Pedestrian Movement Using Urban Sensing Technologies: The Promise of Audio-Based Sensors. Urban Informatics (2024)

Chaeyeon HanPavan SeshadriYiwei DingNoah PosnerBon Woo KooAnimesh AgrawalAlexander LerchSubhrajit Guhathakurta

urban informaticsmovement analysistechnologyaudio-based sensorspedestrian movementhuman movement

A Generalized Bandsplit Neural Network for Cinematic Audio Source Separation. IEEE Open Journal of Signal Processing (2023)

Karn N. WatcharasupatChih-Wei WuYiwei DingIroro OrifeAaron J. HipplePhillip A. WilliamsScott KramerAlexander LerchWilliam Wolcott

deep learningcomputer science

Low-Resource Music Genre Classification With Cross-Modal Neural Model Reprogramming. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2023)

Yun-Ning HungChao-Han Huck YangPin-Yu ChenAlexander Lerch

music classificationmusic processingnatural language processingcomputer sciencesupervised learningmachine learningcross-modal neural modeldeep learningmusic information retrieval

Milc 2023: 3rd Workshop on Intelligent Music Interfaces for Listening and Creation. (2023)

Peter KneesAlexander Lerch

musicintelligent music interfaces

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Alexander Lerch

Associate Professor

Georgia Institute of Technology

Affiliations

College of Design

School of Music

Alexander Lerch is currently serving as a College Of Design Associate Professor at Georgia Institute of Technology.

Honors

Create free account to unlock more features

Experiences

Create free account to unlock more features

Education

Create free account to unlock more features

Alexander Lerch

Georgia Institute of Technology

Associate Professor

You can click a keyword to filter the displayed items

Notable Scholarly Works

Notable Federal Grants

Collaborators

ASPED: An Audio Dataset for Detecting Pedestrians. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2024)

Pavan SeshadriChaeyeon HanBon-Woo KooNoah PosnerSubhrajit GuhathakurtaAlexander Lerch

pattern recognitionaudio analysisaudio datasetdata sciencemotion detectionactivity recognitionobject detectioncomputer vision

Embedding Compression for Teacher-To-Student Knowledge Transfer. arXiv (Cornell University) (2024)

Yiwei DingAlexander Lerch

knowledge transferdata compressiontechnologyhigher educationeducational technologymodel compressionteacher-to-student knowledge transferlossless compressionclassroom instruction

Enhancing Video Music Recommendation With Transformer-Driven Audio-Visual Embeddings. (2024)

Shimiao LiuAlexander Lerch

video music recommendationtransformer-driven audio-visual embeddingscomputer musicmusicvideo interpretation

Principal Component Analysis. CRC Press eBooks (2024)

Scott Calvin

Quantifying Spatial Audio Quality Impairment. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2024)

Karn N. WatcharasupatAlexander Lerch

cognitive sciencespatial analysisspatial audio

Toward Audio-Based Sensing for Pedestrian Detection. The Journal of the Acoustical Society of America (2024)

Yiwei DingChaeyeon HanPavan SeshadriBon Woo KooNoah PosnerSubhro GuhathakurtaAlexander Lerch

audio analysisengineeringpedestrian detectionacoustic signal processingacoustical engineeringengineering acousticsensorsaudio-based sensinginstrumentationaudiologycomputer visionacoustic sensors

Understanding Pedestrian Movement Using Urban Sensing Technologies: The Promise of Audio-Based Sensors. Urban Informatics (2024)

Chaeyeon HanPavan SeshadriYiwei DingNoah PosnerBon Woo KooAnimesh AgrawalAlexander LerchSubhrajit Guhathakurta

urban informaticsmovement analysistechnologyaudio-based sensorspedestrian movementhuman movement

A Generalized Bandsplit Neural Network for Cinematic Audio Source Separation. IEEE Open Journal of Signal Processing (2023)

Karn N. WatcharasupatChih-Wei WuYiwei DingIroro OrifeAaron J. HipplePhillip A. WilliamsScott KramerAlexander LerchWilliam Wolcott

deep learningcomputer science

Low-Resource Music Genre Classification With Cross-Modal Neural Model Reprogramming. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2023)

Yun-Ning HungChao-Han Huck YangPin-Yu ChenAlexander Lerch

music classificationmusic processingnatural language processingcomputer sciencesupervised learningmachine learningcross-modal neural modeldeep learningmusic information retrieval

Milc 2023: 3rd Workshop on Intelligent Music Interfaces for Listening and Creation. (2023)

Peter KneesAlexander Lerch

musicintelligent music interfaces

1
2
3
4
5
8
10 / page

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Indiana University Bloomington

music informatics

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Minje Kim

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University of Illinois Urbana-Champaign

speech recognition

data science

Barry Vercoe

Institution

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computer music

Biing Hwang Juang

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David V Anderson

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computer engineering

Zhiyao Duan

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computer science

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computer music

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mathematical linguistics

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design automation

cloud computing