Evi Micha (PhD 2023).
Evi Micha (PhD 2023) is the recipient of the 2024 from the Canadian Artificial Intelligence Association (CAIAC).
The award recognizes an outstanding PhD thesis completed at a Canadian university in the field of artificial intelligence.
鈥淚 am deeply honoured to receive this dissertation award. This recognition is a testament to the hard work and the impact my research has had on the field of AI during my PhD,鈥 says Micha. 鈥淚t inspires me to continue pursuing innovative research and to make meaningful contributions to this field.鈥
The main topic of Micha鈥檚 , 鈥淔air and Efficient Social Decision Making,鈥 is to design decision-making algorithms that treat people fairly, use limited resources efficiently and foster social good.
The first part of Micha鈥檚 thesis focuses on optimizing decision-making for social good in real-life applications such as allocating pooled diagnostic tests during an epidemic. The second part looks at improving democratic functions through civic participation, by theoretically examining innovations used in practice, such as citizens鈥 assemblies. The thesis explores designing selection algorithms for creating panels that are representative of the population. The final part of Micha鈥檚 thesis leverages literature on economics to propose meaningful notions of fairness in domains such as machine learning. Inspired by the idea of proportional fairness in economics, she designed proportionally fair clustering algorithms. In a similar spirit, she adopted to recommender systems the celebrated notion of envy-freeness from fair division.
Micha was supervised by , associate professor in the 海角视频 of Computer Science.
鈥淓vi鈥檚 dissertation contains many breakthrough discoveries, which can fundamentally transform how we approach designing AI systems that are fair and socially beneficial,鈥 says Shah. 鈥淗er dissertation work is among the best I鈥檝e seen, and I'm glad to see her being recognized for it.鈥
Read more about Evi and her experience as a graduate student in the 海角视频 of Computer Science 鈫 Graduation Spotlight: Evi Micha