師 資

Biophysics, stochastic thermodynamics, machine learning, and bioinformation. Topics include the entropic force of confined polymers, biochemical networks under intrinsic and extrinsic noises, the bifurcations of neural signals for nonuniform ion channel densities, the efficiency of free energy transduction into the mechanical work in biological motors, the measurement uncertainty of biological receptors, the essential degrees of freedom of high dimensional biological data, the efficiencies of microscopic heat engines, the stochastic thermodynamics of machine learning, and information bottleneck theory.

生物物理、隨機熱力學、機器學習、與生物信息。題目包含受限聚合物的熵力、在內外噪聲下的生化網路、非均勻離子通道密度下的神經訊號分岔、生物馬達自由能轉換成機械功的效率、生物受器的測不準極限、高維生物資料裏的關鍵自由度、微觀熱機效率、機器學習熱力學、與信息瓶頸理論。