Relevant bibliographies by topics / Voice Variations

Contents

  1. Journal articles
  2. Dissertations / Theses
  3. Books
  4. Book chapters
  5. Conference papers
  6. Reports

Academic literature on the topic 'Voice Variations'

Author: Grafiati
Published: 2 June 2025
Last updated: 31 July 2025

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Journal articles on the topic "Voice Variations"

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Pörschmann, Christoph, and Johannes M. Arend. "Investigating phoneme-dependencies of spherical voice directivity patterns II: Various groups of phonemes." Journal of the Acoustical Society of America 153, no. 1 (2023): 179–90. http://dx.doi.org/10.1121/10.0016821.

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The substantial variation between articulated phonemes is a fundamental feature of human voice production. However, while the spectral and temporal aspects of the phonemes have been extensively studied, few have investigated the spatial aspects and analyzed phoneme-dependent differences in voice directivity. This paper extends our previous research focusing on the directivity patterns of selected vowels and fricatives [Pörschmann and Arend, J. Acoust. Soc. Am. 149(6), 4553–4564 (2021)] and examines different groups of phonemes, such as plosives, nasals, voiced alveolars, and additional fricati
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Irwan, Irwan, Hendra Eka Putra, and Rahmadani Rahmadani. "Students' Variation In Translating English Passive Voice Into Bahasa Indonesia." Langkawi: Journal of The Association for Arabic and English 4, no. 2 (2018): 91. http://dx.doi.org/10.31332/lkw.v4i2.897.

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This article was focused on analyzing students’ variation in translating English passive voice into Bahasa Indonesia. The data was taken from the final examination results of Translation I subject. There were 91 documents. Data were analyzed based on the theory of translation variation. There were 137 translation variations found after analyzing the students’ translation results. The variations of students’ translations were “(had) being banned” 8 translated variation, “was brought down in” 13 translated variation, “be sentenced” 7 translated variations, “(is) given by” 7 translated variations
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Ahamed, Mohamed Rasmi Ashfaq, Mohammad Hossein Babini, and Hamidreza Namazi. "Complexity-based decoding of the relation between human voice and brain activity." Technology and Health Care 28, no. 6 (2020): 665–74. http://dx.doi.org/10.3233/thc-192105.

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BACKGROUND: The human voice is the main feature of human communication. It is known that the brain controls the human voice. Therefore, there should be a relation between the characteristics of voice and brain activity. OBJECTIVE: In this research, electroencephalography (EEG) as the feature of brain activity and voice signals were simultaneously analyzed. METHOD: For this purpose, we changed the activity of the human brain by applying different odours and simultaneously recorded their voices and EEG signals while they read a text. For the analysis, we used the fractal theory that deals with t
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Kumari, Sweta, Smita Mishra, Hitesh Kalra, S. Umakanth, and Madhulika Srivastava. "An in-depth examination of management interaction through employee voice dynamics in human resource management." Multidisciplinary Reviews 6 (May 15, 2024): 2023ss088. http://dx.doi.org/10.31893/multirev.2023ss088.

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Voice is a critical employee behavior that promotes ideas, concerns and ideas throughout the company. It is a frequent technique that learning the obstacles of leadership and issues that can affect the functioning of the corporation. In this paper, our primary goal of the research on employee voices, determine fields and the research findings on employee voice can be utilized as well as modified to be applied in other categories that illustrate the result in a more broad conception of employee voice. This review includes the fields of employee voice and Organizational Behavior (OB) coupled wit
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Kompally, Nikshitha, Sony Mohammad, K. Sreekala Dr., N. Rama Krishna Mr., and A. Nagesh Dr. "Echoes of Bhagavad Gita-Shlokas in different Voices and Languages." Recent Trends in Computer Graphics and Multimedia Technology 7, no. 3 (2025): 16–24. https://doi.org/10.5281/zenodo.15551230.

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<em>The project titled &ldquo;</em><em>Echoes of Bhagavad Gita-shlokas In Voices and Languages&rdquo; aims to present the timeless teachings of the Bhagavad Gita shlokas in a format that is both linguistically inclusive and aurally diverse. This initiative involves the narration of selected verses in three languages Telugu, English, and Malayalam capturing the essence of the original Sanskrit text while making it accessible to regional and global audiences.</em> <em>The core objective is to explore and document how voice variations&mdash;including male and female narrations as well as differen
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Liu, Boquan, Evan Polce, Hayley Raj, and Jack Jiang. "Quantification of Voice Type Components Present in Human Phonation Using a Modified Diffusive Chaos Technique." Annals of Otology, Rhinology & Laryngology 128, no. 10 (2019): 921–31. http://dx.doi.org/10.1177/0003489419848451.

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Purpose: Signal typing has been used to categorize healthy and disordered voices; however, human voices are likely comprised of differing proportions of periodic type 1 elements, type 2 elements that are periodic with modulations, aperiodic type 3 elements, and stochastic type 4 elements. A novel diffusive chaos method is presented to detect the distribution of voice types within a signal with the goal of providing an objective and clinically useful tool for evaluating the voice. It was predicted that continuous calculation of the diffusive chaos parameter throughout the voice sample would all
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Epstein, Melissa. "Voice quality variations in English sentences." Journal of the Acoustical Society of America 111, no. 5 (2002): 2479. http://dx.doi.org/10.1121/1.4778607.

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Pierce, Jenny L., Kristine Tanner, Ray M. Merrill, Lauren Shnowske, and Nelson Roy. "Acoustic Variability in the Healthy Female Voice Within and Across Days: How Much and Why?" Journal of Speech, Language, and Hearing Research 64, no. 8 (2021): 3015–31. http://dx.doi.org/10.1044/2021_jslhr-21-00018.

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Purpose The aims of this study were (1) to quantify variability in voice production (as measured acoustically) within and across consecutive days in vocally healthy female speakers, (2) to identify which acoustic measures are sensitive to this variability, and (3) to identify participant characteristics related to such voice variability. Method Participants included 45 young women with normal voices who were stratified by age, specifically 18–23, 24–29, and 30–35 years. Following an initial acoustic and auditory-perceptual voice assessment, participants performed standardized field voice recor
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Bernard, Catherine. "D.M. Thomas et le "roman d'improvisation" : entre voix et écriture." Recherches anglaises et nord-américaines 21, no. 1 (1988): 13–20. http://dx.doi.org/10.3406/ranam.1988.1186.

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In D.M. Thomas's "improvisational novels" : Ararat, Swallow, Sphinx is voiced the ambiguity of the difficult relations between voice and writing. The form of these three novels, relying on variations laden with intertextual overtones, is meant to emulate the plasticity of oral tales, while the constant disruptions of the text reiterate the underlying yearning for the essential energy of a primeval voice ; such an impossible reconciliation being the founding stone of these textual improvisations.
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Kuo, Ping-Huan, Ssu-Ting Lin, and Jun Hu. "DNAE-GAN: Noise-free acoustic signal generator by integrating autoencoder and generative adversarial network." International Journal of Distributed Sensor Networks 16, no. 5 (2020): 155014772092352. http://dx.doi.org/10.1177/1550147720923529.

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Linear predictive coding is an extremely effective voice generation method that operates through simple process. However, linear predictive coding–generated voices have limited variations and exhibit excessive noise. To resolve these problems, this article proposes an artificial intelligence model that combines a denoise autoencoder with generative adversarial networks. This model generates voices with similar semantics through the random input from the latent space of generator. The experimental results indicate that voices generated exclusively by generative adversarial networks exhibit exce
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Dissertations / Theses on the topic "Voice Variations"

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De, Souza-Dupuy Lucinéia. "La voix augmentée : variations psychanalytiques sur la pratique pianistique." Thesis, Université Côte d'Azur (ComUE), 2018. http://www.theses.fr/2018AZUR2036.

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Ce travail de thèse cherche à s’interroger sur la pratique du pianiste soliste, interprète de la musique dite « pure » ou absolue. Nous nous appuyons pour cela sur plusieurs réflexions psychanalytiques à propos de la musique. En psychanalyse, la musique vocale ou instrumentale est abordée à partir de l’objet de la « pulsion invocante » qu’est la voix. Nous concevons la « voix instrumentale » produite par le pianiste et son instrument comme étant une prothèse de la voix chantée humaine. Nous nous appuyons également sur la notion d’« humain augmenté », apparue dans les années 1990, pour faire l’
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Beck, J. M. "Organic variation and voice quality." Thesis, University of Edinburgh, 1988. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.382921.

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Sulter, Arend Marten. "Variation of voice quality features and aspects of voice training in males and females." [S.l. : [Groningen] : s.n.] ; [University Library Groningen] [Host], 1996. http://irs.ub.rug.nl/ppn/152639853.

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Clark, Leigh M. H. "Exploring vague language use and voice variation in human-agent interaction." Thesis, University of Nottingham, 2016. http://eprints.nottingham.ac.uk/37863/.

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This thesis addresses the linguistic phenomenon of vague language (VL) and its effect on the creation of identity in the emerging and developing field of human-agent interaction (HAI). Current research on VL has focused on human interaction, while similar existing literature on language in HAI has focused on politeness theory and facework. This thesis brings the two research fields together and uses them as a focusing lens to investigate the issue of identity in agents – software with varying degrees of autonomy and intelligence. Agents are increasingly common in our everyday lives, particular
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Wilson, Maura L. "Examining the effects of variation in emotional tone of voice on spoken word recognition." Cleveland State University / OhioLINK, 2011. http://rave.ohiolink.edu/etdc/view?acc_num=csu1304093822.

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Ward, Shelby Charisse. "Refinement and Characterization of Synthetic Vocal Fold Models." BYU ScholarsArchive, 2014. https://scholarsarchive.byu.edu/etd/4225.

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Understanding vocal fold mechanics is an integral part of voice research and synthetic vocal fold models are an essential tool in characterizing vocal fold mechanics. These models contain multiple layers with varying stiffness, much like human vocal folds. The purpose of this thesis is to improve the current models and modeling techniques, as well as investigate the impact of asymmetry on model vibration. A new design for an MRI-based model is detailed. This model has a more realistic geometry than the simplified models and mimics some of the vibratory characteristics observed in human vocal f
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Knowles, Kristen. "Evolutionary and cognitive approaches to voice perception in humans : acoustic properties, personality and aesthetics." Thesis, University of Stirling, 2014. http://hdl.handle.net/1893/21784.

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Voices are used as a vehicle for language, and variation in the acoustic properties of voices also contains information about the speaker. Listeners use measurable qualities, such as pitch and formant traits, as cues to a speaker’s physical stature and attractiveness. Emotional states and personality characteristics are also judged from vocal stimuli. The research contained in this thesis examines vocal masculinity, aesthetics and personality, with an emphasis on the perception of prosocial traits including trustworthiness and cooperativeness. I will also explore themes which are more cognitiv
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LUTRAT, PHILIPPE. "Les variations lipidiques au cours de l'estrogenotherapie par voie cutanee chez la femme menopausee." Lille 2, 1989. http://www.theses.fr/1989LIL2M017.

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Timan, Jesper. "Creating Natural Variation in Game Dialogue." Thesis, Luleå tekniska universitet, Institutionen för konst, kommunikation och lärande, 2019. http://urn.kb.se/resolve?urn=urn:nbn:se:ltu:diva-74142.

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The interactive and non-linear aspects of video games bring forth the problem of repetition.In game sound, dialogue is particularly susceptible to repetition because of our hearing’ssensitivity to human speech. The most common way to avoid repetition in game dialogue isto record multiple takes of every phrase as to have several naturally varied samples, whereasthis study explores the possibility to create these natural variations by manipulation of pitchand/or time of one recorded phrase using a readily available software. A listening test wasconducted where 23 subjects rated the variation, na
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Benavent, Chàfer José Vicente. "Voice line-ups: Testing aural-perceptual recognition on native speakers of a foreign language." Doctoral thesis, Universitat de Barcelona, 2020. http://hdl.handle.net/10803/668733.

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The focal point of this PhD thesis is (foreign/native) speaker perception and recognition. To test such phenomena, jurors from British and Spanish universities were selected to answer ad hoc perception surveys (voice line-ups in three distinct languages: English, Spanish, and Dutch) to unravel the correlations of speaker-specific sociolinguistic factors and acoustic parameters impinging upon success/error rates in identification and discrimination tasks. To gain a more in-depth understanding of real-life scenarios, the properties of the data are adjusted accordingly (reduced duration of vo
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Books on the topic "Voice Variations"

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Poizat, Michel. Variations sur la voix. Anthropos, 1998.

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Lutosławski, Witold. Witold Lutosławski, volume six. Polskie Nagrania Muza, 1989.

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editor, Adelaar K. Alexander, and Universitas Katolik Indonesia Atma Jaya. Pusat Kajian Bahasa dan Budaya, eds. Voice variation in Austronesian languages of Indonesia. PKBB, Atma Jaya Catholic University of Indonesia, 2013.

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Beach, Amy Marcy Cheney. Theme and variations for flute and string quartet, op. 80. Hildegard Pub. Co., 1996.

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Tučapský, Antonín. The white goose : variations on a Moravian folk tune for full chorus of female voices unaccompanied =: Letěla bílá hus. Roberton Publications, 1985.

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Ontario. Esquisse de cours 12e année: Sciences de l'activité physique pse4u cours préuniversitaire. CFORP, 2002.

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Ontario. Esquisse de cours 12e année: Technologie de l'information en affaires btx4e cours préemploi. CFORP, 2002.

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Ontario. Esquisse de cours 12e année: Études informatiques ics4m cours préuniversitaire. CFORP, 2002.

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Ontario. Esquisse de cours 12e année: Mathématiques de la technologie au collège mct4c cours précollégial. CFORP, 2002.

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Ontario. Esquisse de cours 12e année: Sciences snc4m cours préuniversitaire. CFORP, 2002.

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Book chapters on the topic "Voice Variations"

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Hillman, Linda, and Therese Rosenblatt. "Themes and variations." In The Voice of the Analyst. Routledge, 2017. http://dx.doi.org/10.4324/9781315681375-14.

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Bäckman, Mikael. "3. Finding Voice." In Teaching Music Performance in Higher Education. Open Book Publishers, 2024. http://dx.doi.org/10.11647/obp.0398.04.

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This chapter explores how my own artistic research has informed my practice, not only as a musician, but also as a teacher in higher music education (HME). In my ongoing PhD project, I have investigated how a personal expression, or voice, emerges from a process initiated by transcription and imitation. I have used an analytical perspective, informed by embodied cognition, and built around the concepts of voice and affordance to try to clarify these processes. I have transcribed 13 albums by the iconic country harmonica player Charlie McCoy. Based on these transcriptions, I have analyzed McCoy
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Velleman, Richard, Abhijit Nadkarni, Gallus Bischof, Marcela Tiburcio, and Jim Orford. "First Person “Lived Experience” Accounts of Being an Affected Family Member (AFM)." In Sustainable Development Goals Series. Springer Nature Switzerland, 2025. https://doi.org/10.1007/978-3-031-82583-5_1.

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Abstract This introductory chapter aims to give voice to the lived experience of affected family members (AFMs). Based on qualitative interviews, commonalities and variations of the effects that addiction-type-problems can have on family members are depicted, using excerpts from selected interviews. While all AFMs showed remarkable levels of stress and strain, and similar coping dilemmas, the stressors and living conditions they described varied considerably. At the end of each story, we have highlighted the key themes that have emerged, and these key themes are then summarized at the end in t
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Polkinghorne, Martyn, Tim McIntyre-Bhatty, and Gelareh Roushan. "A Tailored Co-creation Approach to Contextualising the Student Voice in Higher Education." In Co-Creation for Academic Enhancement in Higher Education. Springer Nature Switzerland, 2024. http://dx.doi.org/10.1007/978-3-031-66316-1_4.

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AbstractThis chapter reports on a series of self-reflective surveys used to explore and understand the effectiveness of teaching delivery by taking a co-creation approach. Drawing on data from student perceptions, the research considers the dynamic nature of student learning, acknowledging the diverse starting points within each cohort. Six pilot studies are considered, spanning various teaching modes and modules, and each employing a learning gain (educational gain) model to stimulate dialogue with students. The studies reveal valuable insights into teaching effectiveness, learning variations
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Lavidas, Nikolaos. "Reorganising voice in the history of Greek." In Reorganising Grammatical Variation. John Benjamins Publishing Company, 2018. http://dx.doi.org/10.1075/slcs.203.07lav.

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Levinas, Emmanuel. "The Rights of Man and the Rights of the Other." In Extraterritorialities in Occupied Worlds. punctum books, 2016. https://doi.org/10.21983/p3.0131.1.03.

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The rights claimed under the title rights of man, in the rigorous and almost technical sense which that expres-sion has taken on since the eighteenth century — the right to respect for the human dignity of the individual, the rights to life, liberty, and equality before the law for all men — are based on an original sense of the right, or the sense of an original right. And this is the case, independently of the chronology of the causes, the psychological and social processes and the contingent variations of the rise of these rights to the light of thought. For today’s way of thinking, these r
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Josipovici, Gabriel. "Thirty-Three Variations on a Theme of Graham Greene." In Real Voices. Palgrave Macmillan UK, 1997. http://dx.doi.org/10.1007/978-1-349-25508-5_9.

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Fløttum, Kjersti. "Variation of Stance and Voice across Cultures." In Stance and Voice in Written Academic Genres. Palgrave Macmillan UK, 2012. http://dx.doi.org/10.1057/9781137030825_14.

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Mazhar, Amal Aly. "Haggag Oddoul’s "Tasābīḥ Nīlīya" (Hymns to the Nile)." In Voices from Nubia. punctum books, 2024. http://dx.doi.org/10.53288/0476.1.06.

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Nubian writer Haggag Oddoul has been a highly controversial literary figure and political activist, often connected with allegations of separatism of the ancient land of Nubia from Egypt. Oddoul’s play Tasābīḥ Nīlīya (Hymns to the Nile, 2004) is unique and interesting as he opts for a literary genre which other Nubian writers do not normally make use of, and which directly addresses the audience and hence has an instant and far-reaching impact. This chapter explores and seeks to refute allegations of separatism as Oddoul himself makes clear in his depiction of his themes and characters. Oddoul
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Fenigsen, Janina. "“Flying at half-mast”? Voices, genres, and orthographies in Barbadian Creole*." In Variation in the Caribbean. John Benjamins Publishing Company, 2011. http://dx.doi.org/10.1075/cll.37.08fen.

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Conference papers on the topic "Voice Variations"

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Szekely, Eva, Jeff Higginbotham, and Francesco Possemato. "Voice and Choice: Investigating the Role of Prosodic Variation in Request Compliance and Perceived Politeness Using Conversational TTS." In Proceedings of the 25th Annual Meeting of the Special Interest Group on Discourse and Dialogue. Association for Computational Linguistics, 2024. http://dx.doi.org/10.18653/v1/2024.sigdial-1.40.

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Kinkiri, Saritha, and Simeon Keates. "Speaker Identification: Variations of a Human voice." In 2020 International Conference on Advances in Computing and Communication Engineering (ICACCE). IEEE, 2020. http://dx.doi.org/10.1109/icacce49060.2020.9154998.

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Katahira, Kenta, Yuji Adachi, Kiyoto Tai, Ryoichi Takashima, and Tetsuya Takiguchi. "Opera Singing Voice Synthesis Considering Vowel Variations." In 2020 IEEE 9th Global Conference on Consumer Electronics (GCCE). IEEE, 2020. http://dx.doi.org/10.1109/gcce50665.2020.9291895.

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Kasuya, Hideki, Yuji Ando, Lu Jinlin, and Osamu Komuro. "A voice source model for synthesizing speech with various voice quality variations." In First International Conference on Spoken Language Processing (ICSLP 1990). ISCA, 1990. http://dx.doi.org/10.21437/icslp.1990-21.

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Borovikova, Darya V., Vladimir K. Makukha, and Anatoly E. Tsvetkov. "Comparative analysis of different Voice Coefficient variations for children's voice disorders detection." In 2016 13th International Scientific-Technical Conference on Actual Problems of Electronics Instrument Engineering (APEIE). IEEE, 2016. http://dx.doi.org/10.1109/apeie.2016.7802193.

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Jo, Cheolwoo, and Jianglin Wang. "Measuring Variations of Voice Source and Vocal Tract Characteristics from Korean Emotional Voice." In Sixth International Conference on Intelligent Systems Design and Applications. IEEE, 2006. http://dx.doi.org/10.1109/isda.2006.253715.

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Koreman, Jacques, Louis Boves, and Bert Cranen. "The influence of linguistic variations on the voice source characteristics." In 2nd International Conference on Spoken Language Processing (ICSLP 1992). ISCA, 1992. http://dx.doi.org/10.21437/icslp.1992-37.

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Cavé, Christian, Isabelle Guaïtella, and Serge Santi. "Eyebrow movements and voice variations in dialogue situations: an experimental investigation." In 7th International Conference on Spoken Language Processing (ICSLP 2002). ISCA, 2002. http://dx.doi.org/10.21437/icslp.2002-225.

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Abreu, Douglas H. S., Demostenes Z. Rodriguez, and Wilian S. Lacerda. "Impact of the linear phase variations on the voice quality index." In 2016 IEEE International Symposium on Consumer Electronics (ISCE). IEEE, 2016. http://dx.doi.org/10.1109/isce.2016.7797356.

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Siegert, Ingo. "Effects of Prosodic Variations on Accidental Triggers of a Commercial Voice Assistant." In Interspeech 2021. ISCA, 2021. http://dx.doi.org/10.21437/interspeech.2021-1354.

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Reports on the topic "Voice Variations"

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Diprose, Rachael, Amalinda Savirani, and Tamas Wells. Gender-inclusive Development and Decentralised Governance: Promoting Women’s Voice and Influence through Collective Action in Rural Indonesia. University of Melbourne with Universitas Gadjah Mada and MAMPU, 2020. http://dx.doi.org/10.46580/124335.

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This peer-reviewed research and policy paper draws on analysis of how women influence decision making in Indonesia's multi-level governance structure under the new Village Law in Indonesia. The analysis identifies the ways that women, through different causal processes, influence development priorities, spending, projects, policies and policy actors, as well as social norms in communities. The analysis draws from a large, qualitative comparative study conducted in different places throughout Indonesia, providing an analytical framework for understanding variation in social and politico-economi
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Diprose, Rachael, Amalinda Savirani, and Tamas Wells. Gender-inclusive Development and Decentralised Governance: Promoting Women’s Voice and Influence through Collective Action in Rural Indonesia. University of Melbourne with Universitas Gadjah Mada and MAMPU, 2020. http://dx.doi.org/10.46580/124335.

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This peer-reviewed research and policy paper draws on analysis of how women influence decision making in Indonesia's multi-level governance structure under the new Village Law in Indonesia. The analysis identifies the ways that women, through different causal processes, influence development priorities, spending, projects, policies and policy actors, as well as social norms in communities. The analysis draws from a large, qualitative comparative study conducted in different places throughout Indonesia, providing an analytical framework for understanding variation in social and politico-economi
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Diprose, Rachael, Amalinda Savirani, and Tamas Wells. Pembangunan Inklusif Gender dan Desentralisasi Pemerintahan: Memperkuat Suara dan Pengaruh Perempuan melalui Aksi Kolektif di Daerah Perdesaan Indonesia. University of Melbourne with Universitas Gadjah Mada and MAMPU, 2020. http://dx.doi.org/10.46580/124336.

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This peer-reviewed research and policy paper (available in English and Bahasa Indonesia) draws on analysis of how women influence decision making in Indonesia's multi-level governance structure under the new Village Law in Indonesia. The analysis identifies the ways that women, through different causal processes, influence development priorities, spending, projects, policies and policy actors, as well as social norms in communities. The analysis draws from a large, qualitative comparative study conducted in different places throughout Indonesia, providing an analytical framework for understand
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Diprose, Rachael, Amalinda Savirani, and Tamas Wells. Pembangunan Inklusif Gender dan Desentralisasi Pemerintahan: Memperkuat Suara dan Pengaruh Perempuan melalui Aksi Kolektif di Daerah Perdesaan Indonesia. University of Melbourne with Universitas Gadjah Mada and MAMPU, 2020. http://dx.doi.org/10.46580/124336.

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This peer-reviewed research and policy paper (available in English and Bahasa Indonesia) draws on analysis of how women influence decision making in Indonesia's multi-level governance structure under the new Village Law in Indonesia. The analysis identifies the ways that women, through different causal processes, influence development priorities, spending, projects, policies and policy actors, as well as social norms in communities. The analysis draws from a large, qualitative comparative study conducted in different places throughout Indonesia, providing an analytical framework for understand
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Lines, Lisa M., Marque C. Long, Jamie L. Humphrey, et al. Artificially Intelligent Social Risk Adjustment: Development and Pilot Testing in Ohio. RTI Press, 2022. http://dx.doi.org/10.3768/rtipress.2022.rr.0047.2209.

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Abstract:
Prominent voices have called for a better way to measure, predict, and adjust for social factors in healthcare and population health. Local area characteristics are sometimes framed as a proxy for patient characteristics, but they are often independently associated with health outcomes. We have developed an “artificially intelligent” approach to risk adjustment for local social determinants of health (SDoH) using random forest models to understand life expectancy at the Census tract level. Our Local Social Inequity score draws on more than 150 neighborhood-level variables across 10 SDoH domain
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