Research map: Optimizing Voice-Based Feature Engineering and Machine Learning Pipelines for Early Parkinson’s Disease Detection

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Papers in this map

  1. XGBoost · Tianqi Chen · 2016 · 53618 citations · Cited by this paper
  2. Sanggenol L Regulates Nrf2/HO-1/p65 Signalling Pathways via Dextran Sulfate Sodium-Induced Ulcerative Colitis in Mice · 2026 · Related
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  17. The diagnosis of Parkinson's disease · EDUARDO S. TOLOSA · 2005 · 919 citations · Cited by this paper
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  19. Novel Speech Signal Processing Algorithms for High-Accuracy Classification of Parkinson's Disease · Athanasios Tsanas · 2012 · 745 citations · Cited by this paper
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  21. Collection and Analysis of a Parkinson Speech Dataset With Multiple Types of Sound Recordings · Betül Erdoğdu Şakar · 2013 · 714 citations · Cited by this paper
  22. Speech Impairment in a Large Sample of Patients with Parkinson’s Disease · Aileen K. Ho · 1999 · 696 citations · Cited by this paper
  23. The current and projected economic burden of Parkinson's disease in the United States · Stacey L. Kowal · 2013 · 672 citations · Cited by this paper
  24. A deep learning approach for Parkinson’s disease diagnosis from EEG signals · Shu Lih Oh · 2018 · 633 citations · Cited by this paper
  25. EFNS / MDS ‐ ES recommendations for the diagnosis of P arkinson's disease · Alfredo Berardelli · 2012 · 494 citations · Cited by this paper
  26. An update on the diagnosis and treatment of Parkinson disease · Philippe Rizek · 2016 · 458 citations · Cited by this paper
  27. Biomarkers of Parkinson’s disease: Present and future · Diane Bemis Miller · 2014 · 410 citations · Cited by this paper
  28. Advances in the treatment of Parkinson's disease · Neha Atulkumar Singh · 2007 · 395 citations · Cited by this paper
  29. Nonlinear speech analysis algorithms mapped to a standard metric achieve clinically useful quantification of average Parkinson's disease symptom severity · Athanasios Tsanas · 2010 · 334 citations · Cited by this paper
  30. Detecting Parkinson’s disease with sustained phonation and speech signals using machine learning techniques · Jefferson Silva Almeida · 2019 · 277 citations · Cited by this paper
  31. Early detection of Parkinson's disease using machine learning · Aditi Govindu · 2023 · 258 citations · Cited by this paper
  32. Accurate telemonitoring of Parkinson’s disease progression by non-invasive speech tests · Athanasios Tsanas · 2009 · 196 citations · Cited by this paper
  33. Suitability of dysphonia measurements for telemonitoring of Parkinson’s disease · Max A. Little · 2008 · 171 citations · Cited by this paper
  34. Deep Learning Approach to Parkinson’s Disease Detection Using Voice Recordings and Convolutional Neural Network Dedicated to Image Classification · Marek Wodziński · 2019 · 147 citations · Cited by this paper
  35. End-to-end deep learning approach for Parkinson’s disease detection from speech signals · Changqin Quan · 2022 · 136 citations · Cited by this paper
  36. A Spectrogram-Based Deep Feature Assisted Computer-Aided Diagnostic System for Parkinson’s Disease · Laiba Zahid · 2020 · 93 citations · Cited by this paper
  37. Vocal Feature Extraction-Based Artificial Intelligent Model for Parkinson’s Disease Detection · Muntasir Hoq · 2021 · 84 citations · Cited by this paper
  38. Speech and language biomarkers for Parkinson’s disease prediction, early diagnosis and progression · Fangyuan Cao · 2025 · 84 citations · Cited by this paper
  39. Resting tremor classification and detection in Parkinson's disease patients · Carmen Cámara · 2014 · 70 citations · Cited by this paper

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