Zobrazeno 1 - 10
of 7 468
pro vyhledávání: '"Laan, P."'
Inverse weighting with an estimated propensity score is widely used by estimation methods in causal inference to adjust for confounding bias. However, directly inverting propensity score estimates can lead to instability, bias, and excessive variabil
Externí odkaz:
http://arxiv.org/abs/2411.06342
In causal inference, many estimands of interest can be expressed as a linear functional of the outcome regression function; this includes, for example, average causal effects of static, dynamic and stochastic interventions. For learning such estimand
Externí odkaz:
http://arxiv.org/abs/2411.02771
Autor:
Chen, Jie, Gruber, Susan, Lee, Hana, Chu, Haitao, Lee, Shiowjen, Tian, Haijun, Wang, Yan, He, Weili, Jemielita, Thomas, Song, Yang, Tamura, Roy, Tian, Lu, Zhao, Yihua, Chen, Yong, van der Laan, Mark, Nie, Lei
Real-world data (RWD) and real-world evidence (RWE) have been increasingly used in medical product development and regulatory decision-making, especially for rare diseases. After outlining the challenges and possible strategies to address the challen
Externí odkaz:
http://arxiv.org/abs/2410.06586
Autor:
Chen, Jie, Nie, Lei, Lee, Shiowjen, Chu, Haitao, Tian, Haijun, Wang, Yan, He, Weili, Jemielita, Thomas, Gruber, Susan, Song, Yang, Tamura, Roy, Tian, Lu, Zhao, Yihua, Chen, Yong, van der Laan, Mark, Lee, Hana
Developing drugs for rare diseases presents unique challenges from a statistical perspective. These challenges may include slowly progressive diseases with unmet medical needs, poorly understood natural history, small population size, diversified phe
Externí odkaz:
http://arxiv.org/abs/2410.06585
Autor:
Zhang, Chenhao, Wu, Yang, Chen, Jingyi, Jin, Haonan, Wang, Jinghui, Fan, Raymond, Steadman, Paul, van der Laan, Gerrit, Hesjedal, Thorsten, Zhang, Shilei
We performed a pump-probe experiment on the chiral magnet Cu$_2$OSeO$_3$ to study the relaxation dynamics of its non-collinear magnetic orders, employing a millisecond magnetic field pulse as the pump and resonant elastic x-ray scattering as the prob
Externí odkaz:
http://arxiv.org/abs/2410.05485
In this paper we propose the Highly Adaptive Ridge (HAR): a regression method that achieves a $n^{-1/3}$ dimension-free L2 convergence rate in the class of right-continuous functions with square-integrable sectional derivatives. This is a large nonpa
Externí odkaz:
http://arxiv.org/abs/2410.02680
Autor:
Laan, Tristan, De Matteis, Tiziano
Spatial (dataflow) computer architectures can mitigate the control and performance overhead of classical von Neumann architectures such as traditional CPUs. Driven by the popularity of Machine Learning (ML) workloads, spatial devices are being market
Externí odkaz:
http://arxiv.org/abs/2410.00825
Autor:
Wang, Zeheng, Wang, Fangzhou, Li, Liang, Wang, Zirui, van der Laan, Timothy, Leon, Ross C. C., Huang, Jing-Kai, Usman, Muhammad
This paper pioneers the use of quantum machine learning (QML) for modeling the Ohmic contact process in GaN high-electron-mobility transistors (HEMTs) for the first time. Utilizing data from 159 devices and variational auto-encoder-based augmentation
Externí odkaz:
http://arxiv.org/abs/2409.10803
Autor:
Khosravi, Mahsa, Carroll, Matthew, Tan, Kai Liang, Van der Laan, Liza, Raigne, Joscif, Mueller, Daren S., Singh, Arti, Balu, Aditya, Ganapathysubramanian, Baskar, Singh, Asheesh Kumar, Sarkar, Soumik
Agricultural production requires careful management of inputs such as fungicides, insecticides, and herbicides to ensure a successful crop that is high-yielding, profitable, and of superior seed quality. Current state-of-the-art field crop management
Externí odkaz:
http://arxiv.org/abs/2409.00735
Autor:
Kushwaha, Naina, Armitage, Olivia, Edwards, Brendan, Trzaska, Liam, Bencok, Peter, van der Laan, Gerrit, Wahl, Peter, King, Phil D. C., Rajan, Akhil
Chromium ditelluride, CrTe$_2$, is an attractive candidate van der Waals material for hosting 2D magnetism. However, how the room-temperature ferromagnetism of the bulk evolves as the sample is thinned to the single-layer limit has proved controversi
Externí odkaz:
http://arxiv.org/abs/2409.00189