M. Sc. Oleg Akhtiamov

Research

PhD Thesis

Embedded Aigaion Query

Domain Detection for Adaptive Spoken Dialogue System Design

Research Interests

  • Machine Learning
  • Dialogue Systems
  • Data Analysis
  • Text Classification

Publications

Embedded Aigaion Query 2019

O. Akhtiamov, D. Fedotov and W. Minker
A Comparative Study of Classical and Deep Classifiers for Textual Addressee Detection in Human-Human-Machine Conversations
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019
Bibtex

O. Akhtiamov, I. Siegert, A. Karpov and W. Minker
Cross-Corpus Data Augmentation for Acoustic Addressee Detection
20th Annual SIGdial Meeting on Discourse and Dialogue, Stockholm, Sweden, 2019
Bibtex

2018

O. Akhtiamov and V. Palkov
Gaze, Prosody and Semantics. Relevance of Various Multimodal Signals to Addressee Detection in Human-Human-Computer Conversations
20th International Conference on Speech and Computer (SPECOM 2018), Springer, Leipzig, Germany, 2018
Bibtex

2017

O. Akhtiamov, D. Ubskii, E. Feldina, A. Pugachev, A. Karpov and W. Minker
Are You Addressing Me? Multimodal Addressee Detection in Human-Human-Computer Conversations
19th International Conference on Speech and Computer (SPECOM 2017), Springer, Hatfield, UK, 2017
Bibtex

A. Pugachev, O. Akhtiamov, A. Karpov and W. Minker
Deep Learning for Acoustic Addressee Detection in Spoken Dialogue Systems
Conference on Artificial Intelligence and Natural Language (AINL 2017), Springer, Saint Petersburg, Russia, 2017
Bibtex

O. Akhtiamov, M. Sidorov, A. Karpov and W. Minker
Speech and Text Analysis for Multimodal Addressee Detection in Human-Human-Computer Interaction
Annual Conference of the International Speech Communication Association (INTERSPEECH 2017), Stockholm, Sweden, 2017
Bibtex

2016

O. Akhtiamov, R. Sergienko and W. Minker
An Approach to off-Talk Detection based on Text Classification within an Automatic Spoken Dialogue System
13th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2016), Lisbon, Portugal, Vol. 2, pp. 288-293, July 2016
Link to Document
Bibtex

2015

R. Sergienko, O. Akhtiamov, E. Semenkin and A. Schmitt
A novel approach to neural network design for natural language call routing
12th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2015), Colmar, France, Vol. 01, pp. 102 - 109, July 2015
Link to Document
Bibtex

MSc/BSc Topics

In Progress / Completed

Embedded Aigaion Query 2019

Dialogue Systems Project
Contextual addressee selection and response prediction in multi-party conversations for spoken dialogue systems (Euler Program)
2019

Dialogue Systems Project
Cross-corpus data augmentation for acoustic addressee detection (Euler Program)
2019

2018

Master Thesis, Dialogue Systems Project and E. Lisitskiy
Deep learning for text-based addressee detection
2018

Master Thesis, Dialogue Systems Project and V. Palkov
Gaze direction monitoring for addressee detection
2018

2017

Master Thesis, Dialogue Systems Project and A. Pugachev
A deep neural network application for acoustic off-talk detection within an automatic spoken dialogue system
2017

Master Thesis, Dialogue Systems Project and E. Feldina
N-gram-based approaches to text processing for off-talk detection in automatic spoken dialogue systems
2017

2016

Bachelor Thesis
Implementation and testing of a feature selection method for the off-talk detection based on text classification
2016
Link to Document

Bachelor Thesis
Implementation and testing of a feature transformation method for the off-talk detection based on text classification
2016
Link to Document

Bachelor Thesis
Implementation and testing of the Rocchio algorithm for the off-talk detection based on text classification
2016
Link to Document

Open Topics

For open topics for Diploma, Master or Bachelor Theses and Studienarbeiten, please come and see me in my office or write an e-mail.

Embedded Aigaion Query

Research Assistant