This project will be part of BU Doctoral Training Centre - Centre for Digital Entertainment (CDE).
AI and machine learning has been used for natural language understanding and generation for many years, which has reshaped the technology landscape. Continuous meaningful conversation generation brings huge challenges, which requires understanding the dynamic context to keep the conversation flowing. In the long-term, AI-driven devices with sophisticated network structures and sensors will grow continuous learning ability to make such devices versatile and adoptive for natural conversations.
There are many challenging tasks to generate sensible dialogs to support interaction among virtual agents or between an agent and a human user. The proposed research is about the development of novel technologies for maintaining and evolving a dynamic conversation database to assist the development of conversational AI. The dialog context, including the back and forth dialogs, is preserved in the database for further analysis. The database will help automatically (or semi-automatically) train and drive the conversational AI conversations. Based on a given scenario and common senses, the agents can retrieve dialog information from the database, search for content in the knowledge base system, or generate new conversation threads dynamically, leading to natural conversations.
The key is to effectively generate the conversational databases which support human-like conversations to process and understand multiple intents within one query, including features such as multiple intents per entity and nested intents. A machine learning framework will be developed to offer end-to-end language transforming and attention mechanisms when generating dialog contents. The databases will provide the virtual agents with the capacity of building up understanding, making corrections and updating the context while dialogues continue.
Such a database will support the interpretation and understanding of emotions, allowing creating dialogs that can read and respond naturally during a conversation.
Find out more about the Centre for Digital Entertainment.
View the full product description (pdf 204kb)
The closing date for applications is 31 October 2021.
Professor Jian Chang is an active scientist in computer animation with over 15 years’ research experience in a world-leading centre, the NCCA, the UK No.1 educational and research base for computer animation. His research has focused on physics-based modelling (deformation & fluid), motion synthesis, virtual reality (surgery simulation), and novel HCI (eye-tracking, gesture control and haptic). He is keen to exploit the usage of novel computer animation techniques for cross-disciplinary research and applications, which has led to international research collaboration and joint funding bids. His research has been funded by various funding sources, including the Royal Society, EU FP7, InterReg VA France (Channel) England, and HEIF.
Please contact Professor Jian Chang for informal enquiries: email@example.com
A fully-funded Studentship includes a maintenance grant of £15,450 per year to contribute towards living expenses during the course of your research, as well as a fee waiver for 48 months.
Associated costs, such as for fieldwork and conference attendance, will also be met under the Studentship.
The Research Development Programme, developed by the Doctoral College in line with the Researcher Development Framework (Vitae).
An added benefit is the opportunity to meet researchers from other academic schools at BU through the activities of the Doctoral College and benefit from their experiences, skills, and perspectives.
Full entry requirements
The BU PhD and MRes Studentships are open to UK, EU and International students.
Candidates for a PhD Studentship should demonstrate outstanding qualities and be motivated to complete a PhD in 4 years and must demonstrate:
- Outstanding academic potential as measured normally by either a 1st class honours degree (or equivalent Grade Point Average (GPA) or a Master’s degree with distinction or equivalent
- An IELTS (Academic) score of 6.5 minimum (with a minimum 6.0 in each component, or equivalent) for candidates for whom English is not their first language and this must be evidenced at point of application.
In addition to satisfying minimum entry criteria, BU will look closely at the qualities, skills and background of each candidate and what they can bring to their chosen research project in order to ensure successful completion.
Applicants will be asked to submit an online application form and a proposal (approximately 1500 words) outlining their understanding of the project for which they are applying, the approach they would envisage taking and what qualities they will bring to the research community.
- current BU Doctoral students are not eligible to apply for a Studentship
- current MRes/MPhil students can apply, subject to satisfactory completion of their Research Degree prior to being able to take up the award
- PhD Studentships cannot be used to support BU staff to complete doctoral programmes.
Additional Eligibility Criteria:
- The applicant should have experience of Computer Science, Machine Learning System and Natural Language Processing.
International entry requirements
If English is not your first language, you will need to provide evidence that you can understand English to a satisfactory level. English language requirements for this course are normally:
IELTS (Academic) score of 6.5 (with a minimum 6.0 in each component) or equivalent.
View further information about our English language requirements.
A number of pre-sessional English and preparatory programmes are offered through our partner institution, Bournemouth University International College, and will get you ready for study at BU at the appropriate level.
You can also find further details of the international qualifications we accept, and what level of study they apply to, on our postgraduate entry requirements page.
How to apply
Click the green ‘Apply now’ button at the top of the page and complete the online application form. You can find further guidance about applying for a postgraduate research degree in our Postgraduate Research section.
The closing date for applications is 31/10/2021.
A research degree can open new career opportunities in commercial research and development, consultancy, or could lead you to starting your own business. You may alternatively consider a career in academia. You may wish to undertake research to contribute to your knowledge of a specialist subject, or develop your employability by enhancing your skills in project management and analysis.