Evaluating interactive 2D visualization as a sample selection strategy for biomedical time-series data annotation.

Manu Airaksinen https://orcid.org/0000-0002-8031-2260 https://www.wikidata.org/entity/Q95975351

Einari Vaaras Manu Airaksinen Okko Räsänen Evaluating interactive 2D visualization as a sample selection strategy for biomedical time-series data annotation. 2026 111809 213 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2026.111809 db/journals/cbm/cbm213.html#VaarasAR26 streams/journals/cbm

Einari Vaaras Manu Airaksinen Okko Räsänen Evaluating Interactive 2D Visualization as a Sample Selection Strategy for Biomedical Time-Series Data Annotation. 2026 March abs/2603.26592 CoRR https://doi.org/10.48550/arXiv.2603.26592 db/journals/corr/corr2603.html#abs-2603-26592 streams/journals/corr

Einari Vaaras Manu Airaksinen Okko Räsänen IAR 2.0: An Algorithm for Refining Inconsistent Annotations for Time-Series Data Using Discriminative Classifiers. 19979-19995 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3534637 db/journals/access/access13.html#VaarasAR25 streams/journals/access

Einari Vaaras Manu Airaksinen Okko Räsänen PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse. 60233-60244 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3556957 db/journals/access/access13.html#VaarasAR25a streams/journals/access

Einari Vaaras Manu Airaksinen Feature Space Topology Control via Hopkins Loss. 427-432 2025 ICTAI https://doi.org/10.1109/ICTAI66417.2025.00064 conf/ictai/2025 db/conf/ictai/ictai2025.html#VaarasA25 streams/conf/ictai

Einari Vaaras Manu Airaksinen Feature Space Topology Control via Hopkins Loss. 2025 September abs/2509.11154 CoRR https://doi.org/10.48550/arXiv.2509.11154 db/journals/corr/corr2509.html#abs-2509-11154 streams/journals/corr

Daniel Holmberg Manu Airaksinen Viviana Marchi Andrea Guzzetta Anna Kivi Leena M. Haataja Sampsa Vanhatalo Teemu Roos Modeling 3D Infant Kinetics Using Adaptive Graph Convolutional Networks. 2024 abs/2402.14400 CoRR https://doi.org/10.48550/arXiv.2402.14400 db/journals/corr/corr2402.html#abs-2402-14400

Einari Vaaras Manu Airaksinen Okko Räsänen PFML: Self-Supervised Learning of Time-Series Data Without Representation Collapse. 2024 abs/2411.10087 CoRR https://doi.org/10.48550/arXiv.2411.10087 db/journals/corr/corr2411.html#abs-2411-10087 streams/journals/corr

Manu Airaksinen Sampsa Vanhatalo Okko Räsänen Comparison of End-to-End Neural Network Architectures and Data Augmentation Methods for Automatic Infant Motility Assessment Using Wearable Sensors. 3773 2023 April 23 Sensors 7 https://doi.org/10.3390/s23073773 db/journals/sensors/sensors23.html#AiraksinenVR23

Einari Vaaras Manu Airaksinen Sampsa Vanhatalo Okko Räsänen Evaluation of self-supervised pre-training for automatic infant movement classification using wearable movement sensors. 1-6 2023 EMBC https://doi.org/10.1109/EMBC40787.2023.10340118 conf/embc/2023 db/conf/embc/embc2023.html#VaarasAVR23

Einari Vaaras Manu Airaksinen Sampsa Vanhatalo Okko Räsänen Evaluation of self-supervised pre-training for automatic infant movement classification using wearable movement sensors. 2023 abs/2305.09366 CoRR https://doi.org/10.48550/arXiv.2305.09366 db/journals/corr/corr2305.html#abs-2305-09366

Einari Vaaras Manu Airaksinen Okko Räsänen Analysis of Self-Supervised Learning and Dimensionality Reduction Methods in Clustering-Based Active Learning for Speech Emotion Recognition. 1143-1147 2022 INTERSPEECH https://doi.org/10.21437/Interspeech.2022-329 conf/interspeech/2022 db/conf/interspeech/interspeech2022.html#VaarasAR22

Einari Vaaras Manu Airaksinen Okko Räsänen Analysis of Self-Supervised Learning and Dimensionality Reduction Methods in Clustering-Based Active Learning for Speech Emotion Recognition. 2022 abs/2206.10188 CoRR https://doi.org/10.48550/arXiv.2206.10188 db/journals/corr/corr2206.html#abs-2206-10188

Manu Airaksinen Sampsa Vanhatalo Okko Räsänen Comparison of end-to-end neural network architectures and data augmentation methods for automatic infant motility assessment using wearable sensors. 2021 abs/2107.01086 CoRR https://arxiv.org/abs/2107.01086 db/journals/corr/corr2107.html#abs-2107-01086

N. P. Narendra Manu Airaksinen Brad H. Story Paavo Alku Estimation of the glottal source from coded telephone speech using deep neural networks. 95-104 2019 106 Speech Commun. https://doi.org/10.1016/j.specom.2018.12.002 https://www.wikidata.org/entity/Q128703126 db/journals/speech/speech106.html#NarendraASA19

Paavo Alku Tiina Murtola Jarmo Malinen Juha Kuortti Brad H. Story Manu Airaksinen Mika Salmi Erkki Vilkman Ahmed Geneid OPENGLOT - An open environment for the evaluation of glottal inverse filtering. 38-47 2019 107 Speech Commun. https://doi.org/10.1016/j.specom.2019.01.005 https://www.wikidata.org/entity/Q128476173 db/journals/speech/speech107.html#AlkuMMKSASVG19

Bajibabu Bollepalli Lauri Juvela Manu Airaksinen Cassia Valentini-Botinhao Paavo Alku Normal-to-Lombard adaptation of speech synthesis using long short-term memory recurrent neural networks. 64-75 2019 110 Speech Commun. https://doi.org/10.1016/j.specom.2019.04.008 https://www.wikidata.org/entity/Q128030733 db/journals/speech/speech110.html#BollepalliJAVA19

Manu Airaksinen Lauri Juvela Paavo Alku Okko Räsänen Data Augmentation Strategies for Neural Network F0 Estimation. 6485-6489 2019 ICASSP https://doi.org/10.1109/ICASSP.2019.8683041 conf/icassp/2019 db/conf/icassp/icassp2019.html#AiraksinenJAR19

Manu Airaksinen Okko Räsänen Elina Ilén Taru Häyrinen Anna Kivi Viviana Marchi Anastasia Gallen Sonja Blom Anni Varhe Nico Kaartinen Leena M. Haataja Sampsa Vanhatalo Automatic Posture and Movement Tracking of Infants with Wearable Movement Sensors. 2019 abs/1909.09823 CoRR http://arxiv.org/abs/1909.09823 db/journals/corr/corr1909.html#abs-1909-09823

Manu Airaksinen Lauri Juvela Bajibabu Bollepalli Junichi Yamagishi Paavo Alku A Comparison Between STRAIGHT, Glottal, and Sinusoidal Vocoding in Statistical Parametric Speech Synthesis. 1658-1670 2018 26 IEEE ACM Trans. Audio Speech Lang. Process. 9 https://doi.org/10.1109/TASLP.2018.2835720 db/journals/taslp/taslp26.html#AiraksinenJBYA18

Lauri Juvela Bajibabu Bollepalli Xin Wang 0037 Hirokazu Kameoka Manu Airaksinen Junichi Yamagishi Paavo Alku Speech Waveform Synthesis from MFCC Sequences with Generative Adversarial Networks. 5679-5683 2018 ICASSP https://doi.org/10.1109/ICASSP.2018.8461852 conf/icassp/2018 db/conf/icassp/icassp2018.html#JuvelaBWKAYA18 Manu Airaksinen Lauri Juvela Okko Räsänen Paavo Alku Time-regularized Linear Prediction for Noise-robust Extraction of the Spectral Envelope of Speech. 701-705 2018 INTERSPEECH https://doi.org/10.21437/Interspeech.2018-1230 conf/interspeech/2018 db/conf/interspeech/interspeech2018.html#AiraksinenJRA18 Lauri Juvela Vassilis Tsiaras Bajibabu Bollepalli Manu Airaksinen Junichi Yamagishi Paavo Alku Speaker-independent Raw Waveform Model for Glottal Excitation. 2012-2016 2018 INTERSPEECH https://doi.org/10.21437/Interspeech.2018-1635 conf/interspeech/2018 db/conf/interspeech/interspeech2018.html#JuvelaTBAYA18

Lauri Juvela Bajibabu Bollepalli Xin Wang 0037 Hirokazu Kameoka Manu Airaksinen Junichi Yamagishi Paavo Alku Speech waveform synthesis from MFCC sequences with generative adversarial networks. 2018 abs/1804.00920 CoRR http://arxiv.org/abs/1804.00920 db/journals/corr/corr1804.html#abs-1804-00920

Lauri Juvela Vassilis Tsiaras Bajibabu Bollepalli Manu Airaksinen Junichi Yamagishi Paavo Alku Speaker-independent raw waveform model for glottal excitation. 2018 abs/1804.09593 CoRR http://arxiv.org/abs/1804.09593 db/journals/corr/corr1804.html#abs-1804-09593

Manu Airaksinen Bajibabu Bollepalli Jouni Pohjalainen Paavo Alku Glottal Vocoding With Frequency-Warped Time-Weighted Linear Prediction. 446-450 2017 24 IEEE Signal Process. Lett. 4 https://doi.org/10.1109/LSP.2017.2665687 db/journals/spl/spl24.html#AiraksinenBPA17

Manu Airaksinen Tom Bäckström Paavo Alku Quadratic Programming Approach to Glottal Inverse Filtering by Joint Norm-1 and Norm-2 Optimization. 929-939 2017 25 IEEE ACM Trans. Audio Speech Lang. Process. 5 https://doi.org/10.1109/TASLP.2016.2620718 db/journals/taslp/taslp25.html#AiraksinenBA17

Bajibabu Bollepalli Manu Airaksinen Paavo Alku Lombard speech synthesis using long short-term memory recurrent neural networks. 5505-5509 2017 ICASSP https://doi.org/10.1109/ICASSP.2017.7953209 conf/icassp/2017 db/conf/icassp/icassp2017.html#BollepalliAA17 Manu Airaksinen Bajibabu Bollepalli Jouni Pohjalainen Paavo Alku Frequency-warped time-weighted linear prediction for glottal vocoding. 5630-5634 2017 ICASSP https://doi.org/10.1109/ICASSP.2017.7953234 conf/icassp/2017 db/conf/icassp/icassp2017.html#AiraksinenBPA17 N. P. Narendra Manu Airaksinen Paavo Alku Glottal Source Estimation from Coded Telephone Speech Using a Deep Neural Network. 3931-3935 2017 INTERSPEECH https://doi.org/10.21437/Interspeech.2017-882 conf/interspeech/2017 db/conf/interspeech/interspeech2017.html#NarendraAA17 Manu Airaksinen Paavo Alku Effects of Training Data Variety in Generating Glottal Pulses from Acoustic Features with DNNs. 3946-3950 2017 INTERSPEECH https://doi.org/10.21437/Interspeech.2017-363 conf/interspeech/2017 db/conf/interspeech/interspeech2017.html#AiraksinenA17 Lauri Juvela Xin Wang 0037 Shinji Takaki Sangjin Kim Manu Airaksinen Junichi Yamagishi The NII speech synthesis entry for Blizzard Challenge 2016. 2016 Blizzard Challenge https://doi.org/10.21437/Blizzard.2016-2 conf/blizzard/2016 db/conf/blizzard/blizzard2016.html#Juvela0TKAY16 Dhananjaya N. Gowda Manu Airaksinen Paavo Alku Quasi closed phase analysis of speech signals using time varying weighted linear prediction for accurate formant tracking. 4980-4984 2016 ICASSP https://doi.org/10.1109/ICASSP.2016.7472625 conf/icassp/2016 db/conf/icassp/icassp2016.html#GowdaAA16 Lauri Juvela Bajibabu Bollepalli Manu Airaksinen Paavo Alku High-pitched excitation generation for glottal vocoding in statistical parametric speech synthesis using a deep neural network. 5120-5124 2016 ICASSP https://doi.org/10.1109/ICASSP.2016.7472653 conf/icassp/2016 db/conf/icassp/icassp2016.html#JuvelaBAA16 Lauri Juvela Hirokazu Kameoka Manu Airaksinen Junichi Yamagishi Paavo Alku Majorisation-Minimisation Based Optimisation of the Composite Autoregressive System with Application to Glottal Inverse Filtering. 968-972 2016 INTERSPEECH https://doi.org/10.21437/Interspeech.2016-735 conf/interspeech/2016 db/conf/interspeech/interspeech2016.html#JuvelaKAYA16 Manu Airaksinen Lauri Juvela Tom Bäckström Paavo Alku Automatic Glottal Inverse Filtering with Non-Negative Matrix Factorization. 1039-1043 2016 INTERSPEECH https://doi.org/10.21437/Interspeech.2016-338 conf/interspeech/2016 db/conf/interspeech/interspeech2016.html#AiraksinenJBA16 Lauri Juvela Xin Wang 0037 Shinji Takaki Manu Airaksinen Junichi Yamagishi Paavo Alku Using Text and Acoustic Features in Predicting Glottal Excitation Waveforms for Parametric Speech Synthesis with Recurrent Neural Networks. 2283-2287 2016 INTERSPEECH https://doi.org/10.21437/Interspeech.2016-712 conf/interspeech/2016 db/conf/interspeech/interspeech2016.html#JuvelaWTAYA16 Manu Airaksinen Bajibabu Bollepalli Lauri Juvela Zhizheng Wu 0001 Simon King 0001 Paavo Alku GlottDNN - A Full-Band Glottal Vocoder for Statistical Parametric Speech Synthesis. 2473-2477 2016 INTERSPEECH https://doi.org/10.21437/Interspeech.2016-342 conf/interspeech/2016 db/conf/interspeech/interspeech2016.html#AiraksinenBJWKA16 Manu Airaksinen Tuomo Raitio Paavo Alku Noise robust estimation of the voice source using a deep neural network. 5137-5141 2015 ICASSP https://doi.org/10.1109/ICASSP.2015.7178950 conf/icassp/2015 db/conf/icassp/icassp2015.html#AiraksinenRA15 Manu Airaksinen Tom Bäckström Paavo Alku Glottal inverse filtering based on quadratic programming. 2342-2346 2015 INTERSPEECH https://doi.org/10.21437/Interspeech.2015-507 conf/interspeech/2015 db/conf/interspeech/interspeech2015.html#AiraksinenBA15

Harri Auvinen Tuomo Raitio Manu Airaksinen Samuli Siltanen Brad H. Story Paavo Alku Automatic glottal inverse filtering with the Markov chain Monte Carlo method. 1139-1155 2014 28 Comput. Speech Lang. 5 https://doi.org/10.1016/j.csl.2013.09.004 db/journals/csl/csl28.html#AuvinenRASSA14

Manu Airaksinen Tuomo Raitio Brad H. Story Paavo Alku Quasi Closed Phase Glottal Inverse Filtering Analysis With Weighted Linear Prediction. 596-607 2014 22 IEEE ACM Trans. Audio Speech Lang. Process. 3 https://doi.org/10.1109/TASLP.2013.2294585 db/journals/taslp/taslp22.html#AiraksinenRSA14

Manu Airaksinen Paavo Alku Parameterization of the glottal source with the phase plane plot. 96-100 2014 INTERSPEECH https://doi.org/10.21437/Interspeech.2014-20 conf/interspeech/2014 db/conf/interspeech/interspeech2014.html#AiraksinenA14 Manu Airaksinen Tom Bäckström Paavo Alku Automatic estimation of the lip radiation effect in glottal inverse filtering. 398-402 2014 INTERSPEECH https://doi.org/10.21437/Interspeech.2014-92 conf/interspeech/2014 db/conf/interspeech/interspeech2014.html#AiraksinenBA14 Manu Airaksinen Brad H. Story Paavo Alku Quasi closed phase analysis for glottal inverse filtering. 143-147 2013 INTERSPEECH https://doi.org/10.21437/Interspeech.2013-55 conf/interspeech/2013 db/conf/interspeech/interspeech2013.html#AiraksinenSA13 Tuomo Raitio Antti Suni Jouni Pohjalainen Manu Airaksinen Martti Vainio Paavo Alku Analysis and synthesis of shouted speech. 1544-1548 2013 INTERSPEECH https://doi.org/10.21437/Interspeech.2013-391 conf/interspeech/2013 db/conf/interspeech/interspeech2013.html#RaitioSPAVA13 Paavo Alku Harri Auvinen Tom Bäckström Sonja Blom Bajibabu Bollepalli Anastasia Gallen Ahmed Geneid Dhananjaya GowdaDhananjaya N. Gowda Andrea Guzzetta Leena M. Haataja Taru Häyrinen Daniel Holmberg Elina Ilén Lauri Juvela Nico Kaartinen Hirokazu Kameoka Sangjin Kim Simon King 0001 Anna Kivi Juha Kuortti Jarmo Malinen Viviana Marchi Tiina Murtola N. P. Narendra Jouni Pohjalainen Tuomo Raitio Okko Johannes RäsänenOkko Räsänen Teemu Roos Mika Salmi Samuli Siltanen Brad H. Story Antti Suni Shinji Takaki Vassilis Tsiaras Einari Vaaras Martti Vainio Cassia Valentini-Botinhao Sampsa Vanhatalo Anni Varhe Erkki Vilkman Xin Wang 0037 Zhizheng Wu 0001 Junichi Yamagishi