Accelerating online MPC with partial explicit information and linear storage complexity in the number of constraints

Author(s):  
Michael Jost ◽  
Martin Monnigmann
VASA ◽  
2006 ◽  
Vol 35 (1) ◽  
pp. 41-44 ◽  
Author(s):  
Klein-Weigel ◽  
Pillokat ◽  
Klemens ◽  
Köning ◽  
Wolbergs ◽  
...  

We report two cases of femoral vein thrombosis after arterial PTA and subsequent pressure stasis. We discuss the legal consequences of these complications for information policies. Because venous thrombembolism following an arterial PTA might cause serious sequel or life threatening complications, there is a clear obligation for explicit information of the patients about this rare complication.


2015 ◽  
Vol 50 (10) ◽  
pp. 299-315 ◽  
Author(s):  
Osbert Bastani ◽  
Saswat Anand ◽  
Alex Aiken

2017 ◽  
Vol 35 (1) ◽  
pp. 94-117 ◽  
Author(s):  
Manuel Anglada-Tort ◽  
Daniel Müllensiefen

The repeated recording illusion refers to the phenomenon in which listeners believe to hear different musical stimuli while they are in fact identical. The present paper aims to construct an experimental paradigm to enable the systematic measurement of this phenomenon, investigating potentially related extrinsic and individual difference factors. Participants were told to listen to “different” musical performances of an original piece when in fact they were exposed to the same repeated recording. Each time, the recording was accompanied by a text suggesting a low, medium, or high prestige of the performer. Most participants (75%) believed that they had heard different musical performances. Participants with high levels of neuroticism and openness were significantly more likely to fall for the illusion. While the explicit information presented with the music influenced participants’ ratings significantly, the effect of repeated exposure was only significant in the more familiar music condition. These results suggest that like many other human judgments, evaluations of music also rely on cognitive biases and heuristics that do not depend on the stimuli themselves. The repeated recording illusion can constitute a useful paradigm for investigating nonmusical factors because it allows for the study of their effects while the music remains the same.


2020 ◽  
Author(s):  
Emily Foster-Hanson ◽  
Marjorie Rhodes

How do we explain the behavior of the many people we meet throughout our lives? Children and adults sometimes consider other people in terms of their social category memberships (e.g., assuming that a girl likes pink because she is a girl), but people view some categories as more informative than others, and which people think of as informative varies across cultural contexts. One type of culturally-embedded knowledge that appears to shape whether people view particular categories as providing explanations for behavior are beliefs about how the category came to be. In the current studies with 4- to 5-year-old children (N = 206), we ask how learning about quasi-scientific or supernatural causal origins of a category shapes young children’s use of categories to predict and explain what category members are like. In Study 1, children more often used a category to explain behavior when they heard the category described as intentionally created by a powerful being than when they heard no explicit information about its origins. In Studies 2 and 3, learning about both quasi-scientific and supernatural causal origins shaped children’s social category beliefs via a common mechanism: by signaling that the category marked a non-arbitrary way of dividing up the social world.


2019 ◽  
Vol 73 (4) ◽  
pp. 629-642 ◽  
Author(s):  
Monika Undorf ◽  
Arndt Bröder

People base judgements about their own memory processes on probabilistic cues such as the characteristics of study materials and study conditions. While research has largely focused on how single cues affect metamemory judgements, a recent study by Undorf, Söllner, and Bröder found that multiple cues affected people’s predictions of their future memory performance (judgements of learning, JOLs). The present research tested whether this finding was indeed due to strategic integration of multiple cues in JOLs or, alternatively, resulted from people’s reliance on a single unified feeling of ease. In Experiments 1 and 2, we simultaneously varied concreteness and emotionality of word pairs and solicited (a) pre-study JOLs that could be based only on the manipulated cues and (b) immediate JOLs that could be based both on the manipulated cues and on a feeling of ease. The results revealed similar amounts of cue integration in pre-study JOLs and immediate JOLs, regardless of whether cues varied in two easily distinguishable levels (Experiment 1) or on a continuum (Experiment 2). This suggested that people strategically integrated multiple cues in their immediate JOLs. Experiment 3 provided further evidence for this conclusion by showing that false explicit information about cue values affected immediate JOLs over and above actual cue values. Hence, we conclude that cue integration in JOLs involves strategic processes.


Electronics ◽  
2019 ◽  
Vol 8 (1) ◽  
pp. 78 ◽  
Author(s):  
Zidi Qin ◽  
Di Zhu ◽  
Xingwei Zhu ◽  
Xuan Chen ◽  
Yinghuan Shi ◽  
...  

As a key ingredient of deep neural networks (DNNs), fully-connected (FC) layers are widely used in various artificial intelligence applications. However, there are many parameters in FC layers, so the efficient process of FC layers is restricted by memory bandwidth. In this paper, we propose a compression approach combining block-circulant matrix-based weight representation and power-of-two quantization. Applying block-circulant matrices in FC layers can reduce the storage complexity from O ( k 2 ) to O ( k ) . By quantizing the weights into integer powers of two, the multiplications in the reference can be replaced by shift and add operations. The memory usages of models for MNIST, CIFAR-10 and ImageNet can be compressed by 171 × , 2731 × and 128 × with minimal accuracy loss, respectively. A configurable parallel hardware architecture is then proposed for processing the compressed FC layers efficiently. Without multipliers, a block matrix-vector multiplication module (B-MV) is used as the computing kernel. The architecture is flexible to support FC layers of various compression ratios with small footprint. Simultaneously, the memory access can be significantly reduced by using the configurable architecture. Measurement results show that the accelerator has a processing power of 409.6 GOPS, and achieves 5.3 TOPS/W energy efficiency at 800 MHz.


2019 ◽  
Vol 15 (1) ◽  
pp. 139-165 ◽  
Author(s):  
Kim Koppen ◽  
Mirjam Ernestus ◽  
Margot van Mulken

AbstractAn important dimension of linguistic variation is formality. This study investigates the role of social distance between interlocutors. Twenty-five native Dutch speakers retold eight short films to confederates, who acted either formally or informally. Speakers were familiarized with the informal confederates, whereas the formal confederates remained strangers. Results show that the two types of interlocutors elicited different versions of the same stories. Formal interlocutors (i. e. large social distance) elicited lower articulation rates, and more nouns and prepositions, both indicators of explicit information. Speakers addressing the informal interlocutors, to whom social distance was small, however, provided more explicit information with an involved character (i. e. adjectives with subjective meanings). They also used the wordandmore often as a gap filler or as a way to keep the floor. Furthermore, a small social distance elicited more laughter, interjections, first-person pronouns and direct speech, which are all indicators of involvement, empathy and subjectivity.


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