Tanja Schultz
Business Address: Language Technologies Institute
Carnegie Mellon University
5000 Forbes Avenue Pittsburgh, PA 15213-3890
Phone: (412) 268 8616 Fax: (412) 268 5578 Email: tanja@cs.cmu.edu
Homepage: http://www.cs.cmu.edu/~tanja
Education
Since July 2002 Research Scientist / Assistant Professor Language Technologies Institute, Carnegie Mellon
University, Pittsburgh, Pennsylvania USA
2000-2002 Research Associate / Post Doctoral Fellow Language Technologies Institute, Interactive Systems
Laboratories, Carnegie Mellon University, Pittsburgh, Pennsylvania USA 1995-2000 Graduate Research Assistant / PhD Student University of Karlsruhe, Karlsruhe, Germany PhD in Computer Science Dissertation Title: Language Independent and Language Adaptive Speech Recognition (Multilinguale Spracherkennung – Kombination akustischer Modelle zur Portierung auf neue Sprachen) Advisor: Prof. Dr. Alex Waibel, Co-Advisor: Prof. Dr. Dirk van Compernolle
1990-1995 Diploma degree in Computer Science University of Karlsruhe, Karlsruhe, Germany Diploma thesis: Language Identification (Identifizierung von Sprachen – Exemplarisch aufgezeigt am Beispiel der Sprachen Deutsch, Englisch und Spanisch) Advisors: Prof. Dr. Alex Waibel and Dr. I. Rogina
1983-1989Masters
in Mathematics (07/1989)
Masters in Sport, Physical Education, and Educational Science (11/1989) University
of Heidelberg, Heidelberg, Germany
Masters thesis: DieBedeutung der Normierung für die praxisnahe Gestaltung
sportmotorischer Tests. Advisor: Prof. Dr. Klaus Bös
Educational Awards and Honors
2001: FZI Award for an outstanding dissertation in Computer Science 2002: Allen Newell Medal for Research Excellence in Speech-to-Speech Machine Translation
Employment Since July 2002 Research Scientist / Assistant Professor Language Technologies Institute, Interactive Systems Laboratories Carnegie Mellon University, Pittsburgh, PA
2000-2002 Research Associate / Post Doctoral Fellow Language Technologies Institute, Interactive Systems Laboratories Carnegie Mellon University, Pittsburgh, PA
Teaching courses and labs in speech recognition and understanding; Advising/Coadvising Masters papers and Ph.D. theses; Conducting research on multilingual speech recognition and automatic pronunciation dictionary generation; In charge of research on conversational meeting and telephone speech, dialogue systems, as well as speaker, language, and accent identification; Administrative responsibilities in admissions committee.
1995-2000 Graduate Research Assistant Institut für Logik, Komplexität und Deduktionssystems, Department of Computer Science, Interactive Systems Laboratories, University of Karlsruhe, Germany.
Co-teaching seminars and labs in speech
recognition, Coadvising independent studies and Masters theses; Conducting
research on large vocabulary speech recognition in many different languages,
multilingual acoustic modeling, spontaneous speech recognition, language
identification, acoustic and language modeling of human and non-human
noises; Module-coordinator for Karlsruhe University in the Verbmobil-2
project.
1993-1995 Undergraduate Research Assistant Institut für Logik, Komplexität und Deduktionssystems, Department of Computer Science, Interactive Systems Laboratories, University of Karlsruhe, Germany.
Research on speech recognition on spontaneously spoken English and German speech directed by senior members of the lab. Involved in research and evaluations in the Verbmobil-1 project.
1990-1994 Consultant
and Instructor Institut für
Sport und Sportwissenschaft, University of Heidelberg, Germany.
Teaching courses in electronic data managements and statistical methods. Consulting Masters and P.hD. students to conduct research in social science, and adequate usage of statistical methods. 1988-1990Consultant
University
Children’s Hospital, University of Heidelberg, Germany.
Conducting
research on pulmonary lunge function of children. Consultant for medical
studies on pediatric asthma and cystic fibrosis patients.
1985-1989Undergraduate
Research Assistant
Institut
für Sport und Sportwissenschaft, University of Heidelberg, Germany.
Involved
in research on design and development of tests for athlete’s motoric
functions and their long-term study. Implementation of statistical methods
and evaluation of the developed tests.
Research Goals General Research Goals
My
fundamental research goal is to reveal techniques and algorithms that
are engines are the most natural front-end for applications which allow communication across language and culture barriers. Since it is my wish to build a bridge across these borders, I want to provide a significant scientific contribution to reach this goal.
Another focus of my attention is the rapid deployment of speech recognizers
costs is necessary to speed up the develop-ment of recognizers in new tasks and languages. It is my belief that this is an essential prerequisite in order to make speech-driven applications attractive and available to the public and also to include speakers of languages in or which only few no resources are available. I also have a great interest in the identification of non-verbal cues from speech such as emotion, focus of attention, spoken accent and language, and other kinds of information about the speaker. Finally, I would like to investigate the potential of modeling speech as a function of articulatory gestures especially in the context of language
independency.
Future Plans
The focus of my research in the next several years will be on (1) rapid deployment of automatic speech recognition for minority languages; (2) speaker, accent, and language
identification; and (3) speech recognition using articulatory features.
(1) Rapid Deployment of ASR for Minority Languages (funded under the AVENUE project): Today’s speech recognition systems require huge amounts of audio and text data in order to reliable train the necessary knowledge sources such as acoustic and language models. These requirements prohibit the development of speech-driven applications for small language communities since they usually cannot provide such large resources. It is therefore absolutely vital to drastically reduce the amount of development data so that speakers of minority languages are not disfranchised or forced to abandon their cultural and linguistic heritage. Our approach to rapid development of Automatic Speech Recognizers involves (1) Language adaptive acoustic models, (2) Generating pronunciations for large vocabulary, and (3) Language Modeling with limited data. For the first part we plan to estimate acoustic models for minority languages by borrowing data from various source languages for which such data is more plentiful, while using only very limited amounts of adaptation data from the minority language. For the generation of pronunciation dictionaries, we propose to apply several phone recognizers on different languages to decode words from the language in questions. Using IPA mappings from the source to the target language will be used to find a consensus among the recognizers. This consensus is likely to be close to the actual pronunciation of the target word. For language modeling, we are planning to counterbalance the lack of text data by a combination of text accumulation from various resources, generating text from grammar rules, class-based
language models, and model interpolation.
(2) Speaker, Accent, and Language Identification (submitted under the USAID project): Speech is a much richer form of communication than text. It contains numerous cues that are not lexical in nature and do not require reliable transcripts from a time consuming speech-to-text procedure to trigger language dependent devices, retrieve, describe or search for critical information. To access information of this nature requires derivation of meta-level information from the signal. In the proposed work, we will develop algorithms and techniques that provide these non-verbal cues to identify a speaker as well as the spoken language and accent. We intend to expand our focus to the problem that the speakers might not be cooperative users, but are rather highly uncooperative ones. Other methods we intend to explore include the use of multilingual phone string sequences, hierarchical speaker modeling, and the use of explicit data transforms to correct for microphone distance and angle. Finally, online learning, in which test data classified with high confidence is added to the training set, should allow incremental performance improvements across channel conditions. My primary contribution will be the identification of speaker, accent, and language using the multilingual
phone string approach.
(3)
Articulatory Features (submitted under the SPINE project):
Speech recognition systems today are still, fundamentally, template-based matching systems that model words as a sequence of phonetic units whose acoustic models are trained beforehand. This works quite well when the scenario allows the collection of appropriate training data for the models, and the assumption holds that variations in speech can be described by operations such as deletions, insertions, and substitutions of phonetic units. It is already known that conversational speech and speech in noisy environments bears little resemblance to the canonical phonetic form and that it is subject to significant durational and prosodic variation. Thus, it cannot be described properly by sequences of phones but only by loosely coupled parallel streams of articulatory gestures. We therefore propose to achieve invariance across the sources of variability by (a) Modeling of the articulatory production rather than the patterns it produces, and (b) Make use of adaptation at all levels to handle varying environments, speaking styles and emotions. Specifically, we will develop recog-nizers using asynchronous streams of articulatory features that degrade more naturally under deletions and reductions in speech. In my opinion, articulatory features have a large potential for language independent speech recognition since they (1) model speech as a function of articulators which are uniform across human beings not matter which language is spoken, and (2) are limited in number, thus less confusable than phones
and easier to cover.
Publication
List
Book: 2001 Tanja
Schultz, Multilinguale Spracherkennung: Kombination akustischer Modelle
zur Portierung auf neue Sprachen. Berichte aus der Informatik, Aachen:
Shaker Verlag, 2001. Book Chapters: 2001
Susanne Jekat and Tanja Schultz, Evaluation sprachverarbeitender
Systeme. Einführung in die Computerlinguistik, Springer
Verlag.
2000 Alex
Waibel, Hagen Soltau, Tanja Schultz, Thomas Schaaf, and Florian Metze,
Multilingual Speech Recognition. Verbmobil: Foundations of Speech-to-Speech
Translation, Wolfgang Wahlster (Ed.), Springer Verlag, 2000.
Invited and
Refereed Journal Contributions: 2001 Tanja
Schultz and Alex Waibel, Language Independent and Language Adaptive
Acoustic Modeling. Speech Communication, Volume 35, Issue 1-2, pp
31-51, August 2001.
2000 Alex
Waibel, Petra Geutner, Laura Mayfield-Tomokiyo, Tanja Schultz, and Monika
Woszczyna, Multilinguality in Speech and Spoken Language Systems.
Proceedings of the IEEE, Special Issue on Spoken Language Processing,
Volume 88 (8), pp 1297-1313, August 2000.
1997 Karl Paul and Tanja Schultz, Evaluation
of a pocket-sized turbine spirometer for clinical use with children.
Respiratory Medicine 1997; 91: 369-372.
Conference Proceedings: 2002 Qin Jin, Tanja Schultz, and Alex Waibel,
Speaker Identification using Multilingual Phone Strings.
To be presented in: Proceedings of the IEEE International Conference
on Acoustics, Speech, and Signal Processing (ICASSP-2002), Orlando,
Florida, May 2002. 2002 Bing Zhao and Tanja Schultz, Discriminative
Training of Parametric Trajectory Models for Speech Recognition. Proceedings
of the IEEE International Conference on Acoustics, Speech, and Signal
Processing (ICASSP-2002), Orlando, Florida, May 2002. 2002 Tanja Schultz, Qin Jin, Kornel Laskowski, Alicia
Tribble, and Alex Waibel, Speaker, Accent, and Language Identification
using Multilingual Phone Strings. Proceedings of the Human Language Technology Meeting (HLT-2002),
San Diego, March 2002.
2002 Florian Metze, John McDonough, Hagen Soltau,
Chad Langley, Alon Lavie, Tanja Schultz, Alex Waibel, Roldano Cattoni,
Gianni Lazzari, and Fabio Pianesi, The NESPOLE! Speech-to-Speech
Translation System. Proceedings
of the Human Language Technology Meeting (HLT-2002), San Diego, March
2002.
2002 Florian Metze, John McDonough, Hagen Soltau,
Alon Lavie, Lori Levin, Chad Langley, Tanja Schultz, Alex Waibel, Roldano
Cattoni, Gianni Lazzari, Nadia Mana, Fabio Pianesi, and Emanuelle Pianta,
Enhancing the Usability and Performance of NESPOLE!: a Real-World
Speech-to-Speech Translation System. Proceedings of the Human Language Technology Meeting (HLT-2002),
San Diego, March 2002.
2001 Christian Fügen, Martin Westphal,
Mike Schneider, Tanja Schultz, and Alex Waibel, LingWear: A Mobil
Tourist Information System. Proceedings of the Human Language Technology
Meeting (HLT-2001), San Diego, March 2001. 2001
Alex Waibel, Hua Yue, Hagen
Soltau, Tanja Schultz, Thomas Schaaf, Yue Pan, Florian Metze, and Michael
Bett, Advances in Meeting Recognition. Proceedings of the Human
Language Technology Meeting (HLT-2001), San Diego, March 2001. 2001 Alon Lavie, Lori Levin, Tanja Schultz,
and Alex Waibel, Domain Portability in Speech-to-Speech Translation.
Proceedings of the Human Language Technology Meeting (HLT-2001),
San Diego, March 2001. 2001 Alex Waibel, Michael Bett, Klaus Ries,
Thomas Schaaf, Tanja Schultz, Hagen Soltau, Hua Yu, and Klaus Zechner,
Advances in Automatic Meeting Record Creation and Access. Proceedings
of the IEEE International Conference on Acoustics, Speech, and Signal
Processing (ICASSP-2001), Salt Lake City, May 2001. 2001 Tanja Schultz, Alex Waibel, Michael Bett, Florian Metze, Yue Pan, Klaus Ries, Thomas Schaaf, Hagen Soltau, Martin Westphal, Hua Yu, and Klaus Zechner, The ISL Meeting Room System. Proceedings of the Workshop on Hands-Free Speech Communication (HSC-2001), Kyoto Japan, April 2001.
2000 Akira
Kurematsu, Youichi Akegami, Susanne Burger, Susanne Jekat, Brigitte
Lause, Victoria MacLaren, Daniela Oppermann, and Tanja Schultz, Verbmobil
Dialogues: Multifaced Analysis. Proceedings of the International
Conference of Spoken Language Processing (ICSLP-2000), Beijing, China,
October 2000.
2000 Tanja Schultz and Alex Waibel, Language
Portability in Acoustic Modeling. Proceedings of the Workshop on
Multilingual Speech Communication (MSC-2000), pp 59-64, Kyoto, Japan,
October 2000.
2000 Tanja Schultz and Alex Waibel, Polyphone
Decision Tree Specialization for Language Adaptation. Proceedings
of the IEEE International Conference on Acoustics, Speech, and Signal
Processing (ICASSP-2000), Istanbul, Turkey, June 2000.
2000 Florian Metze, Thomas Kemp, Thomas Schaaf,
Tanja Schultz, and Hagen Soltau, Confidence Measure based Language
Identification. Proceedings of the IEEE International Conference
on Acoustics, Speech, and Signal Processing (ICASSP-2000), Istanbul,
Turkey, June 2000.
2000 Kenan Çarki, Petra Geutner, and Tanja Schultz,
Turkish LVCSR: Towards better Speech Recognition for Agglutinative
Languages. Proceedings of the IEEE International Conference on Acoustics,
Speech, and Signal Processing (ICASSP-2000), Istanbul, Turkey, June
2000.
1999 Tanja Schultz and Alex Waibel, Language
adaptive LVCSR through Polyphone Decision Tree Specialization. Workshop
on Multi-lingual Interoperability in Speech Technology (MIST-1999),
pp 85--90, Leusden, The Netherlands, September 1999. 1999 Jürgen Reichert, Tanja Schultz, and Alex
Waibel, Mandarin Large Vocabulary Speech Recognition using the GlobalPhone
Database. Proceedings of the 6th European Conference
on Speech Communication and Technology (Eurospeech-1999), pp 815--818,
Budapest, Hungary, September 1999.
1999 Daniel Kiecza, Tanja Schultz, and Alex
Waibel, Data-Driven Determination of Appropriate Dictionary Units
for Korean LVCSR. Proceedings of the International Conference on
Speech Processing (ICSP-1999), pp 323--327, Seoul, Korea, August 1999.
1999 Akira Kurematsu, Youichi Akegami, Tanja
Schultz, and Susanne Burger, Development of Data Collection and Transliteration
of Japanese Spontaneous Database in the Travel Arrangement Task Domain.
International Workshop on East-Asian Language Resources and Evaluation
(Oriental COCOSDA-1999), Taipei, Taiwan, May 1999.
1999 Tanja Schultz and Alex Waibel, Experiments
towards a Multi-language LVCSR Interface. Proceedings of the 2nd
International Conference on Multi-modal Interfaces (ICMI-1999), Hong
Kong, China, January 1999.
1998
Tanja Schultz and Alex Waibel,
Language Independent and Language Adaptive Large Vocabulary Speech Recognition.
Proceedings of the International
Conference of Spoken Language Processing (ICSLP-1998), Vol.
5 pp 1819--1822, Sydney, Australia, November 1998.
1998 Martin Westphal, Tanja Schultz, and Alex Waibel,
Linear Discriminant - A New Criterion for Speaker Normalization.
Proceedings of the International Conference of Spoken
Language Processing (ICSLP-1998), Vol. 3 pp 827--830, Sydney, Australia,
November 1998.
1998 Tanja Schultz and Alex Waibel, Adaptation
of Pronunciation Dictionaries for Recognition of Unseen Languages, Workshop
on Speech and Communication (SPECOM-1998), pp 207--210, St.Petersburg,
Russia, October 1998.
1998 Tanja Schultz and Alex Waibel, Das Projekt
GlobalPhone: Multilinguale Spracherkennung. Computers, Linguistics,
and Phonetics between Language and Speech Proceedings of the 4th Conference
on NLP (KONVENS-1998), pp 179--189, Bonn, Germany, October 1998.
1998 Tanja Schultz and Alex Waibel, Development
of Multilingual Acoustic Models in the GlobalPhone Project. Proceedings
of the 1st Workshop on Text, Speech, and Dialogue (TSD-1998),
pp 311--316, Brno, Czech Republic, September 1998.
1998 Hagen Soltau, Tanja Schultz, Martin Westphal,
Alex Waibel, Recognition of Music Types. Proceedings of the IEEE
International Conference on Acoustics, Speech, and Signal Processing
(ICASSP-1998), Seattle, WA, May 1998.
1998 Tanja Schultz and Alex Waibel, Multilingual
and Crosslingual Speech Recognition. Proceedings of the DARPA Workshop
on Broadcast News Transcription and Understanding, pp 259--262, Lansdowne,
VA, February 1998. 1997 Tanja Schultz and Alex Waibel, Fast
Bootstrapping of LVCSR Systems with Multilingual Phoneme Sets. Proceedings
of the 5th European Conference on Speech Communication and
Technology (Eurospeech-1997), Vol. 1 pp 371--373, Rhodes, Greece, September
1997.
1997 Tanja Schultz, Detlef Koll, and Alex Waibel,
Japanese LVCSR on the Spontaneous Scheduling Task with JANUS-3. Proceedings
of the 5th European Conference on Speech Communication and
Technology (Eurospeech-1997), Vol. 1 pp 367--370, Rhodes, Greece, September
1997. 1997 Tanja Schultz, Martin Westphal, and Alex
Waibel, The GlobalPhone Project: Multilingual LVCSR with JANUS-3.
Multilingual Information Retrieval Dialogs: 2nd SQEL Workshop, pp
20--27, Plzeň, Czech Republic, April 1997.
1996 Tanja Schultz und Hagen Soltau, Automatische
Identifizierung spontan gesprochener Sprachen mit neuronalen Netzen.
Proceedings of the 3rd Conference on Natural Language
Processing and Speech Technology (KONVENS-1996), pp 102--110, Bielefeld,
Germany, October 1996.
1996 Tanja Schultz, Ivica Rogina, and Alex Waibel,
LVCSR-based Language Identification. Proceedings of the IEEE
International Conference on Acoustics, Speech, and Signal Processing
(ICASSP-1996), pp 781--784, Atlanta, GA, May 1996.
1995 Bernhard Suhm, Petra Geutner, Thomas
Kemp, Alon Lavie, Laura Mayfield, Arthur McNair, Ivica Rogina, Tanja
Schultz, Tilo Sloboda, Wayne Ward, Monika Woszczyna, and Alex Waibel,
JANUS: Towards Multilingual Spoken Language Translation. ARPA
Workshop on Speech and Natural Language Technology (SLT-1995), pp 185-189,
Austin, Texas, September 1995.
1995 Tanja Schultz, Ivica Rogina, and Alex Waibel,
Experiments with LVCSR based Language Identification. Proceedings
of the Speech Research Symposium SRS XV, pp 89--94, Baltimore, MD, June
1995. 1995 Tanja Schultz and Ivica Rogina, Acoustic
and Language Modeling of Human and Nonhuman Noises for Human-to-Human
Spontaneous Speech Recognition. Proceedings of the IEEE International
Conference on Acoustics, Speech, and Signal Processing (ICASSP-1995),
Vol. 1 pp 293--296. Detroit, MI, May 1995. 1995 Petra Geutner, Bernhard Suhm, Finn-Dag
Buø, Thomas Kemp, Laura Mayfield, Arthur McNair, Ivica Rogina, Tanja
Schultz, Tilo Sloboda, Wayne Ward, Monika Woszczyna, and Alex Waibel,
Integrating Different Learning Approaches into a Multilingual
Spoken Language Translation System, Connectionist, statistical and
symbolic approaches to learning for natural language processing, Lecture
Notes in Artificial Intelligence, pp 117-131. Springer, Berlin, Heidelberg,
March 1995.
1994 Monika Woszczyna, Naomi Aoki-Waibel, Finn-Dag
Buø, Noah Coccaro, Keiko Horiguchi, Thomas Kemp, Alon Lavie, Arthur
McNair, Thomas Polzin, Ivica Rogina, Carolyn Rose, Tanja Schultz, Bernhard
Suhm, Masaru Tomita, and Alex Waibel, JANUS 93: Towards Spontaneous
Speech Translation. Proceedings of the IEEE International Conference
on Acoustics, Speech, and Signal Processing (ICASSP-1994), Vol. 1 pp
345--348. Adelaide, Australia, May 1994.
Technical Reports
and Distributed Papers: 1995 Tanja
Schultz, Identifizierung von Sprachen -Exemplarisch aufgezeigt am
Beispiel der Sprachen Deutsch, Englisch und Spanisch. Diploma thesis,
Institut für Logik, Komplexität und Deduktionssysteme, Universität Karlsruhe,
April 1995.
1994 Tanja Schultz, Akustische Modellierung sprachlicher und nichtsprachlicher Geräusche. Studienarbeit, Institut für Logik, Komplexität und Deduktionssysteme, Universität Karlsruhe, Juni 1994.
Evidence of External Reputation
Invited Panels: 2001
Tanja Schultz, Portability of Automatic Speech Recognition
Technology to new Languages: Multilinguality Issues and Speech/Text
Resources. Automatic Speech Recognition and Understanding (ASRU-2001),
Madonna di Campiglio, Italy, December 2001.
Inivited Talks: 2001
Tanja Schultz, Language Independent and Adaptive Speech Recognition.
Speech Seminar at Johns Hopkins University, November 2001.
1999
Tanja Schultz, Multilinguale Spracherkennung. Verbmobil
Phase 2, 10. Projektlenkungssitzung, Munich, Germany, December 1999.
1999
Tanja Schultz, Multilinguale Spracherkennung. Verbmobil
Phase 2, 9. Projektlenkungssitzung, Stuttgart, Germany, May 1999.
1998
Tanja Schultz, Spracherkennung und Sprachenidentifizierung.
Verbmobil Phase 2, 7. Projektlenkungssitzung, Bonn, Germany, May
1998.
1997
Tanja Schultz, Verbmobil-II Data collection. ATR, Kyoto,
Japan, September 1997.
1997
Tanja Schultz, Japanese LVCSR on SST with Janus-3. University
of Electro-Communication (UEC), Tokyo, Japan, September 1997.
1996
Tanja Schultz, Janus-3 Speech Recognition Toolkit. ATR,
Kyoto, Japan, July 1996.
1996
Tanja Schultz, Recognition Engine for the Japanese Spontaneous
Scheduling Task. University of Electro-Communication (UEC), Tokyo,
Japan, July 1996.
Coordinating
and Visiting Positions: 1999-2000 Module-Coordinator in Verbmobil for Speech Recognition
1997 (May) Visiting Researcher Carnegie Mellon University, Interactive Systems Labs
1996 (July) Visiting Researcher Advanced Telecommunication Research (ATR) External Professional Activities
Professional Affiliations: IEEE member German Society of Computer Science (GI) European Language Resources Association (ELRA)
Program Committees: HLT-2001
Journal Reviews: Speech Communication Journal IEEE Transactions on Speech and Audio Processing
List of Courses Taught
Instructor:
Lectures, Labs:
Student Advising
Ph.D. Committees:
In Progress Hua Yu (Committee Member). Recognizing Conversational Speech in Meetings, Language Technologies Institute, Carnegie Mellon University.
2001 Laura June Mayfield-Tomokiyo (Committee Member). Recognizing non-native speech: Characterizing and adapting to non-native usage in speech recognition, Language Technologies Institute, Carnegie Mellon University.
LTI Ph.D. Students
Co-advised:
Since 2001 Kornel Laskowski
Since 2001 Szu-Chen (Stan) Jou
Since 2000 Zhirong Wang
Since 2000 Qin Jin
LTI Master’s Students
Co-advised:
2000-2001 Szu-Chen (Stan) Jou
2000-2001 Kornel Laskowski
Karlsruhe Master’s Students
Co-advised (Master’s thesis):
2001 Jamal Abu-Alwan. Arabic Speech Recognition, Institut für Nachrichtentechnik, Fakultät für Elektotechnik und Informationstechnik, Universität Karlsruhe.
2000 Stefan Raschke. Multilingual Speech Recognition by Combining Monolingual Engines. Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1999 Daniel Kiecza. Data-driven determination of appropriate dictionary units for Korean LVCSR, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe.
1998 Jürgen Reichert. Chinese Speech Recognition, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1998 Kenan Çarkı. Turkish Large Vocabulary Speech Recognition, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1997 Hagen Soltau. Recognition of Music Types, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
Karlsruhe Master’s Students
Co-advised (Independent study thesis):
1999 Roald Wolff. Adaptation of Polyphone Decision Trees to new Languages, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1998 Stefan Raschke. Automatic Generation of a Pronunciation Lexicon and Bootstrapping of a Serbo-Croatian Speech Recognizer, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1998 Olfa Karboul-Zouari. About the Standard Arabic Language and Romanization of its Script, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1998 Jürgen Reichert. Pinyinzation and Segmentation of Mandarin Chinese, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
1996 Hagen Soltau. Language Identification with Neural Networks, Institut für Logik, Komplexität und Deduktionssystems, Fakultät für Informatik, Universität Karlsruhe. (Thesis in German)
Service and Committee Work
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