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Approximating the Permanent with Deep Rejection Sampling [article]

Juha Harviainen
2021 arXiv   pre-print
We present a randomized approximation scheme for the permanent of a matrix with nonnegative entries.  ...  Our scheme extends a recursive rejection sampling method of Huber and Law (SODA 2008) by replacing the upper bound for the permanent with a linear combination of the subproblem bounds at a moderately large  ...  Approximating the Permanent with Deep Rejection Sampling Supplement A Algorithms A.1 Gamma Bernoulli acceptance sheme For any ∈ (0, 3/4), the Gamma Bernoulli acceptance scheme, GBAS, due to Huber  ... 
arXiv:2108.07359v1 fatcat:kyvdw2usufftblxi7kpmk262di

Development and Validation of a Deep Learning Model to Quantify Glomerulosclerosis in Kidney Biopsy Specimens

Jon N Marsh, Ta-Chiang Liu, Parker C Wilson, S Joshua Swamidass, Joseph P Gaut
2021 JAMA Network Open  
To compare the performances of pathologists with a deep learning model on quantification of percent global glomerulosclerosis in whole-slide images of donor kidney biopsy specimens, and to determine the  ...  The results indicate the potential of a deep learning model to prevent erroneous donor organ discard.  ...  Patches were selected for training by randomly sampling from the entire pool of image patches (approximately 6500 patches in each crossvalidation training set, the length of a single epoch).  ... 
doi:10.1001/jamanetworkopen.2020.30939 pmid:33471115 pmcid:PMC7818108 fatcat:gvw3sw4msrarnnszcnbumbsir4

Neuromorphic Acceleration for Approximate Bayesian Inference on Neural Networks via Permanent Dropout [article]

Nathan Wycoff, Prasanna Balaprakash, Fangfang Xia
2019 arXiv   pre-print
We use these results to demonstrate the feasibility of conducting the inference phase with permanent dropout on spiking neural networks, mitigating the technique's computational and energy burden, which  ...  This shifts the computational and energy burden of deep neural networks from the training phase to the inference phase.  ...  In particular, it was shown that permanent dropout (called Monte Carlo dropout in the initial article and referred to as permadrop here) networks approximate a form of deep Gaussian processes [8, 20]  ... 
arXiv:1904.12904v1 fatcat:tt3zfkbwxjgzfbukskeogmtyau

The challenge of proving the existence of metazoan life in permanently anoxic deep-sea sediments

Roberto Danovaro, Cristina Gambi, Antonio Dell'Anno, Cinzia Corinaldesi, Antonio Pusceddu, Ricardo Cardoso Neves, Reinhardt Møbjerg Kristensen
2016 BMC Biology  
Due to technical difficulties in sampling operations, they could not collect samples from the permanently anoxic sediment, and sampled only the redoxcline portion of the L'Atalante basin.  ...  Danovaro et al. (2010) discovered three new species of the Phylum Loricifera, living in the anoxic sediments of the L'Atalante, a deep-hypersaline anoxic basin of the Mediterranean Sea.  ...  Demonstrating the presence of multicellular organisms with complex life cycles living permanently in an anoxic system is a grand challenge.  ... 
doi:10.1186/s12915-016-0263-4 pmid:27267928 pmcid:PMC4895820 fatcat:bxitvgqv3zecdjzcth6onw3kya

To Evaluate The Effectiveness of Deep Breathing Exercises on Menopausal Symptoms Among Menopausal Mothers In Selected Community Area, Mangaluru

Amitha Mohan
2019 International Journal of Scientific Research and Management  
performing Deep breathing exercises in the Experimental Group.  ...  Quasi Experimental time series Design was adopted for the present study.A purposive sample of 60 mothers were selected and assigned randomly to Experimental Group and Control Group.  ...  Thus H 0 was rejected and the research hypothesis was accepted i.e, after performing deep breathing exercise the menopausal symptoms scores of menopausal women were improved .  ... 
doi:10.18535/ijsrm/v7i7.mp01 fatcat:takuaafw25ccvixhsc2rw4dwnq

Effect of Different Bonding Strategies on Adhesion to Deep and Superficial Permanent Dentin

Rafael Eduardo Fernandes Pegado, Flávia Lucisano Botelho do Amaral, Flávia Martão Flório, Roberta Tarkany Basting
2010 European Journal of Dentistry  
Objectives: To evaluate the effect of different bonding strategies on the microtensile bond strength to deep and superficial permanent dentin.Methods: Forty-eight teeth were randomly flattened according  ...  obtained with the two-step, water-based self-etching adhesive.  ...  Thus, the first hypothesis was rejected.  ... 
doi:10.1055/s-0039-1697818 fatcat:dlqfybidxnhbhd3xq77mms7yoq

Page 62 of American Architect and Architecture Vol. 81, Issue 1443 [page]

1903 American Architect and Architecture  
This is good evi- dence of the fire-resisting properties of the wood. In general, the untreated woods show a cross-section area approximately 10 to 25 per cent less than the treated samples.  ...  Vhether the treatments are permanent, I am not prepared to state. Our experience with them is too short to predicate a positive opinion.  ... 

Surface Analysis of Dentinal Caries in Primary Teeth using a pH-imaging Microscope

Toru NIKAIDO, Kayoko MORIYA, Noriko HIRAISHI, Masaomi IKEDA, Yuichi KITASAKO, Richard M. FOXTON, Junji TAGAMI
2004 Dental materials journal  
ACKNOWLEDGEMENTS This study was supported by grants (No.14207079 and 14207081) from the Ministry of Education, Culture, Sports, Science, and Technology of Japan.  ...  (A) A tooth with a carious dentin lesion was sliced vertically to obtain an approximately 1-mm thick sample.  ...  From the present study, the null hypothesis was rejected.  ... 
doi:10.4012/dmj.23.628 fatcat:73djtrxxrrg3ril5ypj5gsujoa

Technology shocks around the world

Martial Dupaigne, Patrick Fève
2009 Review of economic dynamics (Print)  
This article studies the effects on employment of permanent technology shocks in the major seven developed countries.  ...  Using actual data, the sign of the measured short-run response of employment to permanent technology shocks depends on the aggregation level.  ...  To get the largest possible sample, we approximate the world economy by the G7.  ... 
doi:10.1016/ fatcat:72s6onk3zvfydava2popsav3ue

The application of human umbilical cord blood mononuclear cells in the management of deep partial thickness burn

Yefta Moenadjat, Maurin Merlina, Camy F. Surjadi, Caroline T. Sardjono, Yuyus Kusnadi, Ferry Sandra
2013 Medical Journal of Indonesia  
Methods: Twenty patients with deep partial thickness burns were treated with topical application of 2 x 10 7 hUCBMNCs and silver sulfadiazine (SSD) cream on the comparable wound size in the other sites  ...  Number of patients with reduced pain intensity, from approximately scale 3 to 1/0 on day 7 and 11, were higher in hUCBMNCs-treated compared to SSD-treated wound.  ...  contribution of the entire study.  ... 
doi:10.13181/mji.v22i2.534 fatcat:pcaeiqbqojaobdnjxk3l5a7vcy

Survivable Hyper-Redundant Robotic Arm with Bayesian Policy Morphing

Sayyed Jaffar Ali Raza, Apan Dastider, Mingjie Lin
2020 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE)  
We show that policy search, in the direction biased by prior experience, significantly improves learning efficiency in terms of sampling requirements.  ...  Our results have shown that, even with physical damages, the robotic arm can still successfully maintain its functionality to accurately locate and grasp a given target object.  ...  Furthermore, our BPM stabilizes its non-linear deep approximation through relay buffer sampling and batch normalization, both off-policy.  ... 
doi:10.1109/case48305.2020.9216963 dblp:conf/case/RazaDL20 fatcat:3c2ommhpczbfzmrqyour4l2t44

An overall view of key problems in algorithmic trading and recent progress [article]

Michaël Karpe
2020 arXiv   pre-print
We then discuss the most recent advances in algorithmic trading through the use of Machine Learning, discussing the use of Deep Learning, Reinforcement Learning, and Generative Adversarial Networks.  ...  We summarize the fundamental issues at stake in algorithmic trading, and the progress made in this field over the last twenty years.  ...  [7] , showing that while the linear permanent price impact hypothesis cannot be rejected on equity markets, the hypothesis of a square-root model for temporary impact is rejected, in favor of a power  ... 
arXiv:2006.05515v1 fatcat:sjdadut2irhhfb2lhvpd4wdefm

Effects of seabird nitrogen input on biomass and carbon accumulation after 50 years of primary succession on a young volcanic island, Surtsey

N. I. W. Leblans, B. D. Sigurdsson, P. Roefs, R. Thuys, B. Magnússon, I. A. Janssens
2014 Biogeosciences  
This approximates values for systems under low N input and bare dune habitats.  ...  Further, we compared areas on shallow and deep tephra sands as we expected that deep-rooted systems would be more efficient in retaining N.  ...  Null hypotheses were rejected when p < 0.05.  ... 
doi:10.5194/bg-11-6237-2014 fatcat:7ldxp773inhuzl43xlycqb4lqe

On monitoring development indicators using high resolution satellite images [article]

Potnuru Kishen Suraj, Ankesh Gupta, Makkunda Sharma, Sourabh Bikas Paul, Subhashis Banerjee
2018 arXiv   pre-print
The diverse set of indicators are often not intuitively related to observable features in satellite images, and are not even always well correlated with each other.  ...  Manish Sharma and M/s Pitney Bowes ( for providing us with the proprietary shape files for all the villages in the six north Indian states, indexed by the village census  ...  We thank the IIT Delhi High Performance Computing facility for providing the computational resources for this work. We thank Dr.  ... 
arXiv:1712.02282v3 fatcat:3g4v2ca2urcejcczpfmhvltpau

Effects of seabird nitrogen input on biomass and carbon accumulation after 50 years of primary succession on a young volcanic island, Surtsey

N. I. W. Leblans, B. D. Sigurdsson, P. Roefs, R. Thuys, B. Magnússon, I. A. Janssens
2014 Biogeosciences Discussions  
Further, we compared areas on shallow and deep tephra sands as we expected that deep-rooted systems would be more efficient in retaining N.  ...  Both total ecosystem biomass and C stocks were strongly correlated with N stock inside the colony, which indicated the important role of N during the first steps of primary succession.  ...  Null hypotheses were rejected when p < 0.05.  ... 
doi:10.5194/bgd-11-6269-2014 fatcat:s2da4bzq3nfp7j3s4lkthfrcyq
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