To BERT or Not To BERT: Comparing Speech and Language-based Approaches
for Alzheimer's Disease Detection

To BERT or Not To BERT: Comparing Speech and Language-based Approaches for Alzheimer's Disease Detection

26 July 2020

Aparna Balagopalan

Jekaterina Novikova

Papers citing "To BERT or Not To BERT: Comparing Speech and Language-based Approaches for Alzheimer's Disease Detection"

17 / 17 papers shown

Title
Reverse-Speech-Finder: A Neural Network Backtracking Architecture for Generating Alzheimer's Disease Speech Samples and Improving Diagnosis Performance Victor O.K. Li Yang Han Jacqueline C. K. Lam Lawrence Y. L. Cheung 120 0 0 23 May 2025
Automated Extraction of Spatio-Semantic Graphs for Identifying Cognitive Impairment Si-Ioi Ng Pranav S. Ambadi Kimberly D. Mueller J. Liss Visar Berisha 71 0 0 02 Feb 2025
A Systematic Review of NLP for Dementia -- Tasks, Datasets and Opportunities Lotem Peled-Cohen Roi Reichart 48 1 0 29 Sep 2024
Alzheimer's Dementia Recognition through Spontaneous Speech: The ADReSS Challenge Saturnino Luz F. Haider S. D. L. Fuente Davida Fromm B. MacWhinney 27 258 0 14 Apr 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 294 42,038 0 03 Dec 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 402 1,439 0 22 Aug 2019
The Effect of Heterogeneous Data for Alzheimer's Disease Detection from Speech Aparna Balagopalan Jekaterina Novikova Frank Rudzicz Marzyeh Ghassemi 37 21 0 29 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.1K 93,936 0 11 Oct 2018
Detecting cognitive impairments by agreeing on interpretations of linguistic features Zining Zhu Jekaterina Novikova Frank Rudzicz 29 27 0 20 Aug 2018
Semi-supervised classification by reaching consensus among modalities Zining Zhu Jekaterina Novikova Frank Rudzicz 26 9 0 23 May 2018
Detecting Linguistic Characteristics of Alzheimer's Dementia by Interpreting Neural Models Sweta Karlekar Tong Niu Joey Tianyi Zhou 20 108 0 17 Apr 2018
On the importance of normative data in speech-based assessment Z. Noorian Chloé Pou-Prom Frank Rudzicz 20 27 0 30 Nov 2017
Recent Trends in Deep Learning Based Natural Language Processing Tom Young Devamanyu Hazarika Soujanya Poria Min Zhang 65 2,833 0 09 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 499 129,831 0 12 Jun 2017
Learning Linguistic Biomarkers for Predicting Mild Cognitive Impairment using Compound Skip-grams S. Orimaye Kah Yee Tai Jojo Sze-Meng Wong C. P. Wong 23 14 0 08 Nov 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.0K 149,474 0 22 Dec 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 308 33,445 0 16 Oct 2013