This research recasts the network attack dataset from UNSW-NB15 as an intrusion detection problem in image space. Using one-hot-encodings, resulting grayscale thumbnails provide a quarter-million examples for deep learning algorithms. Applying MobileNetV2’s convolutional neural architecture, work demonstrates 97% accuracy distinguishing normal and traffic. Further class refinements to 9 individ...

We propose a framework for analyzing the sensitivity of counterfactuals to parametric assumptions about distribution latent variables in structural models. In particular, we derive bounds on as spans nonparametric neighborhoods given specification while other “structural” features model are maintained. Our approach recasts infinite‐dimensional problem optimizing counterfactual with respect (sub...

Many thanks to Ruy Blanes and Bjørn Enge Bertelsen for their response my critique (Bråten 2022a) of special section on ‘Utopian Confluences’ (especially, 2021; 2021), Social Anthropology/Anthropologie Sociale publishing the exchange. The theoretical questions that arise from our diverging stances are, hopefully, general interest. While I take (hereafter B&B) argue an epistemologically all-i...

Non-state actors are increasingly involved in enforcing immigration policies. Of late, there has been growing recognition that greater involvement of non-state contributed to reconfiguring migration governance a spatial sense. Scalar literature conceptualises the as move by authorities use beyond state enforce Network-inspired analysis, on other hand, draws attention attempts form alliances ord...

As bats adapt to anthropogenic environmental change they increasingly interact with humans and inhabit human infrastructure. This article addresses the challenge of learning live synanthropic bats. Building on ideas from multispecies studies, we explore practices accommodations that coproduce meaningful human-bat cohabitation in domestic space. Drawing qualitative research conducted Netherlands...

Low multiplicity celestial amplitudes of gluons and gravitons tend to be distributional in the coordinates $z,\bar z$. We provide a new systematic remedy this situation by studying basis light transformed boost eigenstates. Motivated novel equivalence between transforms Witten's half-Fourier twistor space, we transform every positive helicity state coordinate $z$ negative $\bar With examples, s...

This paper considers a reconfigurable intelligent surface (RIS) aided orthogonal frequency division multiplexing (OFDM) relaying system, and investigates the joint design of RIS passive beamforming subcarrier matching under two cases, where Case-I ignores source-RIS-destination signal, while Case-II explores this signal for rate enhancement. We formulate mixed-integer nonlinear programming (MIN...