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August 31, 2018 / by Huzaifa / in BBC News - Europe / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Europe / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in BBC News - Home, news / with No comments /
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
USA TODAY |
Trump threatens to 'get involved' in law enforcement investigations into his own campaign
USA TODAY President Donald Trump is once again threatening to intervene in the Justice Department if they fail to take the actions he's demanding. At a rally in Indiana, Trump also continued his attacks on democrats and the media. (Aug. 30) AP. Ap Trump A Usa In. Trump threatens DOJ, FBI to 'start doing their job' or he'll 'get involved' during Indiana rally Trump rallies for Senate candidate Mike Braun in Indiana as it happened |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
New York Times |
At McCain's Memorial, Tears, Laughs and Allusions to the Man Not Invited
New York Times PHOENIX — Senator John McCain was remembered Thursday at a memorial service that evoked the one-time prisoner of war's unbreakable will, the Arizona senator's devotion to his adopted state and the maverick Republican's willingness to break with his ... Joe Biden's McCain eulogy just explained exactly what's wrong with American politics 'All politics is personal': Biden recalls his bond with McCain in a bipartisan time The quotes from Sen. John McCain's Arizona memorial that define his legacy |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
CNN |
7 dead in New Mexico bus-truck crash, state police say
CNN (CNN) At least seven people were killed in northwestern New Mexico when a tractor-trailer crashed head-on with a nearly packed Greyhound bus, officials said. "We do expect that number to rise," New Mexico State Police spokesman Officer Ray Wilson said ... The Latest: Police say 7 killed in New Mexico crash NM Greyhound crash: At least 7 dead in LA-bound bus accident Greyhound Bus, Semi-Truck Crash Head-On In New Mexico; At Least 4 Killed |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
USA TODAY |
The next iPhones, Apple Watch leak as Apple preps for Sept. 12 event
USA TODAY Apple may be preparing to announce new iPhones, iPads and Apple Watches on Sept. 12, but it looks like someone has decided to share the images of the new products a bit early. Just hours after Apple sent out media invitations to its next big event ... Apple Accidentally Reveals Radical New iPhone XS A notorious Apple blog may have just published a leaked photo of the new iPhone Two theories about Apple's mysterious event |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
New York Times |
Asian-American Students Suing Harvard Over Affirmative Action Win Justice Dept. Support
New York Times The Johnston gate frames the entrance to Harvard Yard.CreditCreditHadley Green for The New York Times. By Katie Benner. Aug. 30, 2018. 阅读简体中文版閱讀繁體中文版. WASHINGTON — The Justice Department lent its support on Thursday to students ... Justice Department criticizes Harvard admissions in case alleging bias against Asian Americans Justice Department Says Harvard Hurts Asian Americans' Admissions Prospects With 'Personal Rating' Harvard admissions 'may be infected with racial bias,' DOJ says |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
BBC News |
Carl Bernstein: Trump attacks 'degenerate' Watergate reporter
BBC News US President Donald Trump is waging a war of words with legendary Watergate reporter Carl Bernstein over a story about his ex-lawyer Michael Cohen. On Wednesday, the president called Mr Bernstein a "sloppy" and "degenerate fool" who invented stories. Will Trump Pardon Manafort? CNN doesn't intend to reveal other source in bombshell Michael Cohen story as Trump rages at network CNN Hits Back At President Trump After He Attacks Its Reporters |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
Reuters |
US, Canada make late-night push for NAFTA; no deal yet
Reuters WASHINGTON (Reuters) - Top NAFTA negotiators from Canada and the United States wrapped up a third day of two-way talks on Thursday, agreeing to meet the next day to resolve final differences before a deadline, with Mexican counterparts on standby to ... US-Canada Trade Talks Take On 'Intense Rhythm' What Happened This Week in the World Economy and What It Means Friday is not the real deadline for 'NAFTA 2.0' |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
Fox News |
Canadian mom, daughter camping in California are found after reported missing by woman's boyfriend
Fox News Police have found a young Canadian mother and her daughter, who were reported missing by the woman's concerned boyfriend after setting out for a camping trip in Northern California. The San Mateo County Sheriff's Department announced that Audrey ... Missing woman, daughter from Canada found safe Canadian mom, daughter reported missing in California |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
Elite Daily |
Donald Trump & Michael Cohen Tried To Buy Stories From David Pecker, Reports Say
Elite Daily This year is truly proving itself to be the era of "show me the receipts," but it looks like two familiar faces are taking it to the next level. According to reports from The New York Times, Donald Trump and Michael Cohen tried to buy stories from ... |
August 31, 2018 / by Huzaifa / in news, Top Stories - Google News / with No comments /
HuffPost |
Alex Jones Fails To Stop Sandy Hook Parents' Defamation Case
HuffPost Conspiracy theorist Alex Jones has failed to shut down a defamation lawsuit brought against him by the parents of a Sandy Hook victim. Judge Scott Jenkins of the 53rd District Court ruled in Austin, Texas, on Thursday that the Infowars host must face ... Sandy Hook Parents' Defamation Lawsuit Against Alex Jones Can Continue, Judge Rules |
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
The use of iris as a biometric trait is widely used because of its high level of distinction and uniqueness. Nowadays, one of the major research challenges relies on the recognition of iris images obtained in visible spectrum under unconstrained environments. In this scenario, the acquired iris are affected by capture distance, rotation, blur, motion blur, low contrast and specular reflection, creating noises that disturb the iris recognition systems. Besides delineating the iris region, usually preprocessing techniques such as normalization and segmentation of noisy iris images are employed to minimize these problems. But these techniques inevitably run into some errors. In this context, we propose the use of deep representations, more specifically, architectures based on VGG and ResNet-50 networks, for dealing with the images using (and not) iris segmentation and normalization. We use transfer learning from the face domain and also propose a specific data augmentation technique for iris images. Our results show that the approach using non-normalized and only circle-delimited iris images reaches a new state of the art in the official protocol of the NICE.II competition, a subset of the UBIRIS database, one of the most challenging databases on unconstrained environments, reporting an average Equal Error Rate (EER) of 13.98% which represents an absolute reduction of about 5%.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
In recent years, defect prediction has received a great deal of attention in the empirical software engineering world. Predicting software defects before the maintenance phase is very important not only to decrease the maintenance costs but also increase the overall quality of a software product. There are different types of product, process, and developer based software metrics proposed so far to measure the defectiveness of a software system. This paper suggests to use a novel set of software metrics which are based on the similarities detected among the source code files in a software project. To find source code similarities among different files of a software system, plagiarism and clone detection techniques are used. Two simple similarity metrics are calculated for each file, considering its overall similarity to the defective and non defective files in the project. Using these similarity metrics, we predict whether a specific file is defective or not. Our experiments on 10 open source data sets show that depending on the amount of detected similarity, proposed metrics could achieve significantly better performance compared to the existing static code metrics in terms of the area under the curve (AUC).
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
In recent years, unfolding iterative algorithms as neural networks has become an empirical success in solving sparse recovery problems. However, its theoretical understanding is still immature, which prevents us from fully utilizing the power of neural networks. In this work, we study unfolded ISTA (Iterative Shrinkage Thresholding Algorithm) for sparse signal recovery. We introduce a weight structure that is necessary for asymptotic convergence to the true sparse signal. With this structure, unfolded ISTA can attain a linear convergence, which is better than the sublinear convergence of ISTA/FISTA in general cases. Furthermore, we propose to incorporate thresholding in the network to perform support selection, which is easy to implement and able to boost the convergence rate both theoretically and empirically. Extensive simulations, including sparse vector recovery and a compressive sensing experiment on real image data, corroborate our theoretical results and demonstrate their practical usefulness.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
Anomaly detection through video analysis is of great importance to detect any anomalous vehicle/human behavior at a traffic intersection. While most existing works use neural networks and conventional machine learning methods based on provided dataset, we will use object recognition (Faster R-CNN) to identify objects labels and their corresponding location in the video scene as the first step to implement anomaly detection. Then, the optical flow will be utilized to identify adaptive traffic flows in each region of the frame. Basically, we propose an alternative method for unusual activity detection using an adaptive anomaly detection framework. Compared to the baseline method described in the reference paper, our method is more efficient and yields the comparable accuracy.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
The change-point detection problem seeks to identify distributional changes at an unknown change-point k* in a stream of data. This problem appears in many important practical settings involving personal data, including biosurveillance, fault detection, finance, signal detection, and security systems. The field of differential privacy offers data analysis tools that provide powerful worst-case privacy guarantees. We study the statistical problem of change-point detection through the lens of differential privacy. We give private algorithms for both online and offline change-point detection, analyze these algorithms theoretically, and provide empirical validation of our results.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
Conversational agents such as Alexa and Google Assistant constantly need to increase their language understanding capabilities by adding new domains. A massive amount of labeled data is required for training each new domain. While domain adaptation approaches alleviate the annotation cost, prior approaches suffer from increased training time and suboptimal concept alignments. To tackle this, we introduce a novel Zero-Shot Adaptive Transfer method for slot tagging that utilizes the slot description for transferring reusable concepts across domains, and enjoys efficient training without any explicit concept alignments. Extensive experimentation over a dataset of 10 domains relevant to our commercial personal digital assistant shows that our model outperforms previous state-of-the-art systems by a large margin, and achieves an even higher improvement in the low data regime.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
Zero-day vulnerabilities can be accidentally or maliciously placed in code and can remain in place for years. In this study, we address an aspect of their longevity by considering the likelihood that they will be discovered in the code across versions. We approximate well-disguised vulnerabilities as only being discoverable if the relevant lines of code are explicitly examined, and obvious vulnerabilities as being discoverable if any part of the relevant file is examined. We analyze the version-to-version changes in three types of open source software (Mozilla Firefox, GNU/Linus, and glibc) to understand the rate at which the various pieces of code are amended and find that much of the revision behavior can be captured with a simple intuitive model. We use that model and the data from over a billion unique lines of code in 87 different versions of software to specify the bounds for in-code discoverability of vulnerabilities - from expertly hidden to obviously observable.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
We investigate the configuration space of the Delta-Manipulator, identify 24 points in the configuration space, where the Jacobian of the Constraint Equations looses rank and show, that these are not manifold points of the Real Algebraic Set, which is defined by the Constraint Equations.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
A subset of Q^n is called semilinear (or piecewise linear) if it is Boolean combination of linear half-spaces. We study the computational complexity of the constraint satisfaction problem (CSP) over the rationals when all the constraints are semilinear. When the sets are convex the CSP is polynomial-time equivalent to linear programming. A semilinear relation is convex if and only if it is preserved by taking averages. Our main result is a polynomial-time algorithm for the CSP of semilinear constraints that are preserved by applying medians. We also prove that this class is maximally tractable in the sense that any larger class of semilinear relations has an NP-hard CSP. To illustrate, our class contains all relations that can be expressed by linear inequalities with at most two variables (so-called TVPI constraints), but it also contains many non-convex relations, for example constraints of the form x in S for arbitrary finite subset S of Q, or more generally disjunctive constraints of the form x < c or y < d for constants c and d.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
The emergence of distributed ledger technologies in the vehicular applications' arena is decisively contributing to their improvement and shaping of the public opinion about their future. The Tangle is a technology at its infancy, but showing enormous potential to become a key solution by addressing several of the blockchain's limitations. This paper focuses the use of the Tangle to improve the security of both in-vehicle and off-vehicle functions in vehicular applications. To this end, key operational performance parameters are identified, evaluated and discussed with emphasis on their limitations and potential impact in future vehicular applications.
August 31, 2018 / by Huzaifa / in cs updates on arXiv.org / with No comments /
Image fusion combines data from different heterogeneous sources to obtain more precise information about an underlying scene. Hyperspectral-multispectral (HS-MS) image fusion is currently attracting great interest in remote sensing since it allows the generation of high spatial resolution HS images, circumventing the main limitation of this imaging modality. Existing HS-MS fusion algorithms, however, neglect the spectral variability often existing between images acquired at different time instants. This time difference causes variations in spectral signatures of the underlying constituent materials due to different acquisition and seasonal conditions. This paper introduces a novel HS-MS image fusion strategy that combines an unmixing-based formulation with an explicit parametric model for typical spectral variability between the two images. Simulations with synthetic and real data show that the proposed strategy leads to a significant performance improvement under spectral variability and state-of-the-art performance otherwise.
August 31, 2018 / by Huzaifa / in Reuters: Science News / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /
August 31, 2018 / by Huzaifa / in Reuters: U.S. / with No comments /