Nicholas Cummins

Challenges and practical guidelines for atypical speech data collection, annotation, usage and sharing: A multi-project perspective Interspeech 2025 Meta-Learning Approaches for Speaker-Dependent Voice Fatigue Models Interspeech 2025 Speech Reference Intervals: An Assessment of Feasibility in Depression Symptom Severity Prediction Interspeech 2025 Towards the Objective Characterisation of Major Depressive Disorder Using Speech Data from a 12-week Observational Study with Daily Measurements Interspeech 2025 Revealing Confounding Biases: A Novel Benchmarking Approach for Aggregate-Level Performance Metrics in Health Assessments Interspeech 2024 Variability of speech timing features across repeated recordings: a comparison of open-source extraction techniques Interspeech 2024 Bayesian Networks for the robust and unbiased prediction of depression and its symptoms utilizing speech and multimodal data Interspeech 2023 Classifying depression symptom severity: Assessment of speech representations in personalized and generalized machine learning models. Interspeech 2023 Towards robust paralinguistic assessment for real-world mobile health (mHealth) monitoring: an initial study of reverberation effects on speech Interspeech 2023 Automatic Detection of Expressed Emotion from Five-Minute Speech Samples: Challenges and Opportunities Interspeech 2022 Speech and the n-Back task as a lens into depression. How combining both may allow us to isolate different core symptoms of depression Interspeech 2022 Remote Smartphone-Based Speech Collection: Acceptance and Barriers in Individuals with Major Depressive Disorder Interspeech 2021 A Comparison of Acoustic and Linguistics Methodologies for Alzheimer’s Dementia Recognition Interspeech 2020 An Evaluation of the Effect of Anxiety on Speech — Computational Prediction of Anxiety from Sustained Vowels Interspeech 2020 An Investigation of Cross-Cultural Semi-Supervised Learning for Continuous Affect Recognition Interspeech 2020 Enhancing Transferability of Black-Box Adversarial Attacks via Lifelong Learning for Speech Emotion Recognition Models Interspeech 2020 Hybrid Network Feature Extraction for Depression Assessment from Speech Interspeech 2020 Squeeze for Sneeze: Compact Neural Networks for Cold and Flu Recognition Interspeech 2020 A Hierarchical Attention Network-Based Approach for Depression Detection from Transcribed Clinical Interviews Interspeech 2019 Attention-Enhanced Connectionist Temporal Classification for Discrete Speech Emotion Recognition Interspeech 2019 Autonomous Emotion Learning in Speech: A View of Zero-Shot Speech Emotion Recognition Interspeech 2019 Continuous Emotion Recognition in Speech — Do We Need Recurrence? Interspeech 2019 Using Speech to Predict Sequentially Measured Cortisol Levels During a Trier Social Stress Test Interspeech 2019 auDeep: Unsupervised Learning of Representations from Audio with Deep Recurrent Neural Networks JMLR 2018 How Did You like 2017? Detection of Language Markers of Depression and Narcissism in Personal Narratives Interspeech 2018 Recognition of Echolalic Autistic Child Vocalisations Utilising Convolutional Recurrent Neural Networks Interspeech 2018 State of Mind: Classification through Self-reported Affect and Word Use in Speech. Interspeech 2018 The Perception and Analysis of the Likeability and Human Likeness of Synthesized Speech Interspeech 2018 An ‘End-to-Evolution’ Hybrid Approach for Snore Sound Classification Interspeech 2017 Automatic Classification of Autistic Child Vocalisations: A Novel Database and Results Interspeech 2017 “Did you laugh enough today?” — Deep Neural Networks for Mobile and Wearable Laughter Trackers Interspeech 2017 Earlier Identification of Children with Autism Spectrum Disorder: An Automatic Vocalisation-Based Approach Interspeech 2017 Emotional Speech of Mentally and Physically Disabled Individuals: Introducing the EmotAsS Database and First Findings Interspeech 2017 Implementing Gender-Dependent Vowel-Level Analysis for Boosting Speech-Based Depression Recognition Interspeech 2017 Snore Sound Classification Using Image-Based Deep Spectrum Features Interspeech 2017 The Perception of Emotions in Noisified Nonsense Speech Interspeech 2017 An Investigation of Emotional Speech in Depression Classification Interspeech 2016