Reviewerly/exHarmony huggingface dataset:
Building verified neural networks with specifications for systems

Neural networks (NNs) are beneficial to many services, and we believe systems—such as OSes, databases, networked systems—are not an exception. But applying NNs in these critical systems is challenging: people have to risk getting unexpected outcomes from NNs because NN behaviors are not well-defined. To tame these undefined behaviors, we introduce a framework ouroboros, which builds verified NNs that follow user-defined specifications. These specifications comprise input and output constraints which characterize the behaviors of a NN. We do a case study on database learned indexes to demonstrate that training verified NN models is possible. Though many challenges remain, ouroboros enables us, for the first time, to apply NNs in critical systems with _confidence_.
Texture (Exercises 61–80)

The exercises contained in this chapter provide guidelines to explore different types of textures through analysis and experiments in stylistic imitation. Exercise 61 proposes the use of analysis and stylistic imitation; 62 is based on voices that move at the same rhythm. Numbers 63 and 64 are intended to work on melodic motifs and polyphony. Phasing is incorporated in 65; 66 talks about plaining à la Debussy. The goal of 67 is to dissect a complex texture to generate individual lines; 68 uses the concept of a rhythmic ostinato as a unifying factor. Numbers 69 and 70 incorporate aleatory concepts. Micropolyphony is the base of 71. A free approach to Fux and species counterpoint is the core of 72 and 73; 74 and 75 deal with timbral modulations and changes of orchestrational color; 76 is also about orchestration, but it specifically tackles orchestrational volume. Framework 77 uses text painting and the translation of the written word into sound. In 78 students will experiment with heterophonic textures and in 79 with layered (or stratified) textures. The final exercise 80 deals with sound masses.
Non-native English lexicon creation for bilingual speech synthesis

Bilingual English speakers speak English as one of their languages. Their English is of a non-native kind, and their conversations are of a code-mixed fashion. The intelligibility of a bilingual text-to-speech (TTS) system for such non-native English speakers depends on a lexicon that captures the phoneme sequence used by non-native speakers. However, due to the lack of non-native English lexicon, existing bilingual TTS systems employ native English lexicons that are widely available, in addition to their native language lexicon. Due to the inconsistency between the non-native English pronunciation in the audio and native English lexicon in the text, the intelligibility of synthesized speech in such TTS systems is significantly reduced. This paper is motivated by the knowledge that the native language of the speaker highly influences non-native English pronunciation. We propose a generic approach to obtain rules based on letter to phoneme alignment to map native English lexicon to their non-native version. The effectiveness of such mapping is studied by comparing bilingual (Indian English and Hindi) TTS systems trained with and without the proposed rules. The subjective evaluation shows that the bilingual TTS system trained with the proposed non-native English lexicon rules obtains a 6% absolute improvement in preference.
The Garden of Forking Paths: the Hidden Statistical Consequences of Data Contingency and Researcher Degrees of Freedom in Cyclostratigraphic Analysis, and Why Most Published Results are False

Cyclostratigraphy’s near 100% success rate in statistical cycle identification suggests confirmation bias; absence of cyclicity is not regarded as a possible outcome. Vaughan et al 2011 (VBS) showed that the usual methods of estimating confidence levels (CLs) admit numerous false cycle detections, but in subsequent debate it is asserted that the corrections recommended by VBS do not apply in cyclostratigraphy because they lead to rejection of the expected orbital periods. Is there a deeper problem? VBS particularly criticised universal failure to correct CLs for the unavoidably multiple nature of significance tests of power spectra. However, the multiple-test problem is compounded by assumptions of unlimited freedom to vary procedures to allow for properties of individual datasets. Statistical analysis in cyclostratigraphy operates in a large variable-space, both of target hypotheses (many orbital cycles and combinations thereof), and of procedures (many pre- and syn-processing options). Each of the many data-contingent choices made before and during spectral analysis and significance-testing implies the existence of alternatives: in effect, the reported analysis is only one of many. Given that multiple experiments will eventually achieve a positive result purely by chance, unadjusted significance thresholds will result in large numbers of spurious cycle identifications, a possible explanation for observed success rates. Additional multiplicity is implied by the practice of treating CLs as a guide, rather than as a definitive signal:noise discriminator; treating CLs as movable (or even optional) negates the concept that the particular dataset is just one realisation of many permitted by the noise model; without pre-selection of a CL the statistics are meaningless. Suggestions for practical improvements include: better hypothesis formulation (with attention to the prior probability of signal preservation in an unreliable recording medium); more care in discriminating between the exploratory (hypothesis-setting) and confirmatory (hypothesis-testing) modes of data analysis; advance definition of analytical protocols; and publication of all results whether positive or negative. Reference: Vaughan et al 2011: doi:10.1029/2011PA002195.
DTRAP Sample 2: for ACM Advance

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Ten Years on from the Quake That Shook the Nation’s Capital

A decade of study into the Virginia earthquake that damaged D.C. and reverberated up and down the Atlantic coast in 2011 has shed light on rare, but risk-laden, seismicity in eastern North America.
ПРОЕКТУВАННЯ ДОДАТКУ ДЛЯ ПРОВЕДЕННЯ ПРОФОРІЄНТАЦІЙНОЇ РОБОТИ. ПРОБЛЕМИ ПРОЕКТУВАННЯ ПІДСАЙТУ

The article investigated the current problem of promoting the image of the university. One aspect of this may be the creation of subsites to the main site of the university. It will become the newest tool, a communication platform for entrants. A modern website is a tool, a communication technology platform, a new space for interaction between teachers and students. It's not just about reputation and public relations. This is a new practice of society in the age of informatization. The key role in the competitive confrontation of consumer needs in educational services, as well as for the worldwide recognition of universities, is assigned to its corporate website. In order for the site to take a worthy place in the rankings, it is necessary to take action to improve the internal factors of the site. Therefore, the development of both the university website and its subsites should be approached responsibly. It is necessary to pay attention at development to stylistic registration of pages (it should be executed in the same style, as the main site). Nowadays, it is also necessary to adhere to cross-browser and take into account search engine optimization. This is a set of measures that would raise the position of the site in the results of search engines for certain user queries in order to promote the site. It is also necessary to pay attention to the development of the navigation system of the subsite. An interesting solution that will distinguish this subsite from others was the use of geographic information systems to create a navigation map. The final stage of resource development should be its testing. In this way it is possible to create an effective website of the university, which will guarantee the transparency of educational and scientific activities of the university, directly and indirectly affecting its competitiveness and demand in the higher education market by the target audience, primarily entrants.
Implementation Of Mobile Bimx System On Uma Kabuong Limo House Virtual Restoration

Indonesia has many potential heritage buildings, one of which is Uma Kabuong Limo in the Kampar district. The Uma Kabuong Limo building was damaged and restoration measures were needed. Conventional methods give rise to the potential availability of mobility of building data. This study aims to use BIMx mobile technology system as a restoration method that produces virtual simulations. This research is qualitative descriptive research with simulation and modeling research method, which utilizes technology in producing models and can simulate the building environment to be restored. The object of the research was the Nurdin family's Uma Kabuong Limo in Belimbing Island Village, Kampar Regency, Riau Province. The result of this study is to successfully build the Uma Kabuong Limo model and can be simulated in the BIMx application. The use of BIMx provides ease of the process and avoids mistakes in the decision-making of the restoration of the Uma Kabuong Limo building.
Social media giants in ‘trouble’ if advertisers go after them, analyst warns

Silicon Valley-based researcher Ray Wang said social media giants can recover from censorship fallout by striking a “good balance” between what is freedom of expression, diversity and shareholders.
LDPC-Coded Squeezed-Displaced States-based Quantum Communications

We demonstrate that LDPC-coded squeezed-displaced-states-based QPSK has better tolerance to background noise and significantly outperforms corresponding coherent states-based counterpart. For average number of thermal photons 0.3, for LDPC-code of rate 0.8, the improvement is &gt;3 dB.
Estimating the Memory Consumption of a Hardware IP Defragmentation Block

IP fragmentation is still prevalent on the Internet. Defragmented traffic is a prerequisite for many network processing algorithms. This work focuses on the size and organization of a flow table, which is an essential ingredient of the hardware IP defragmentation block. Previous research suggests that fragmented IP traffic is highly local, and a relatively small flow table (on the order of a thousand entries) can process most of the traffic. Samples of IP traffic were obtained from public data sources and used for a statistical analysis, revealing the key factors in achieving design goals. The findings were backed by an extensive design space exploration of the software defragmentation model, which resulted in the efficiency estimates. To provide a robust score of the simulation model, a new validation technique is employed that helps to overcome the limitations of the samples.
Form (Exercises 81–90)

The form of a composition is generally associated with its structure and evolution in time. The duality between similarity and contrast is vital when analyzing or composing form. Exercise 81 is based on the idea of contrast between sections; the goal of number 82 is to work with music blocks or modules; 83 is focused on the concept of developing variations as a formal approach (the variation of the variation). Exercise 84 brings back the traditional concept of variations on a theme; similarly, number 85 uses the traditional rondo form as a model. In 86 the core is the use of repetition as in minimalist music; 87 proposes an exercise about palindromic formal structures. Based on Earle Brown’s <italic>Available Forms</italic>, number 88 proposes a framework to challenge the idea of musical form as a fixed entity; 89 is about composing monolithic structures. The last exercise of the chapter, number 90, offers the opportunity to compose and explores ruled-based game compositions.
The Effectiveness of Comment Column on Facebook Group in Teaching Writing

This article was a complete report of investigation on the effectiveness of coment column in facebook group to teach writing. Communicate using Facebook in international scope or globalization era needs English skill, especially in writing skill. Writing which is clearly and acceptably is needed when writing or given a comment. The Students must have good skill writing on English. The researcher was analized the score of pre test and posttest with used computing calculated with SPSS 21.0. The researcher analized used t-test. The researcher used t-test technique because in this research all the assumptions test are full filed. The result showed that the mean of the pre-test was 61.16 and mean of the post-test was 75.23. It means that the result from the post-test was higher than pre-test. Based on the result of output paired sample test shows the result of compare analysis with used T-test shows mean pre-test and post-test is 14.065. Standard deviation is 10.577 and mean standard error is 1.900, the lower different is 10.185, while upper different is 17.944. The result t- test is 7.404 with df 30 and significance 0.000. The t-count value is 7.404 is more than t- table value 2.042. So the Ho is rejected and Ha accepted because 7.404 &gt; 2.042.The Average score of post-test is higher then the average of pre-test. It means that Facebook is an effective media in teaching writing procedure text.
THE IMPORTANCE OF DEVELOPING THE ETHICAL CULTURE OF HIGHER EDUCATION STUDENTS

The value and importance of moral culture, as well as morality, is manifested in the behavior, communication and activities of people, in their open worldview, in their personal example. Theoretically correct understanding of the essence of the concept of moral culture, its significant role in the cultural development of society and the formation of the spiritual world of the individual can be a necessary basis for this. The article elaborates on the importance of developing the moral culture of university students.
Linking Use Cases and Associated Requirements

A wide variety of use case templates supports different variants to link a use case with its associated requirements. Regardless of the linking, a reader must process the related information simultaneously to understand them. Linking variants are intended to cause a specific reading behavior in which a reader interrelates a use case and its associated requirements. Due to the effort to create and maintain links, we investigated the impact of different linking variants on the reading behavior in terms of visual effort and the intended way of interrelating both artifacts. We designed an eye tracking study about reading a use case and requirements. We conducted the study twice each with 15 subjects as a baseline experiment and as a repetition. The results of the baseline experiment, its repetition, and their joint analysis are consistent. All investigated linking variants cause comparable visual effort. In all cases, reading the single artifacts one after the other is the most frequently occurring behavior. Only links embedded in the fields of a use case description significantly increase the readers' efforts to interrelate both artifacts. None of the investigated linking variants impedes reading a use case and requirements. However, only the most detailed linking variant causes readers to process related information simultaneously.
KECERDASAN EMOSIONAL IBU MENDIDIK ANAK DAN PRESTASI BELAJAR ANAK, PERAN SELF-EFFICACY SEBAGAI VARIABEL INTERVENING

The purpose of the research is: analyzing the effect of mother's emotional intelligence on self-efficacy, analyzing the influence of mother's emotional intelligence on children's learning achievement, analyzing the effect of self-efficacy on children's learning achievement, and analyzing the role of the intervening variable self-efficacy in relation to mother's emotional intelligence on children's learning achievement. A sample of 150 respondents were from the city of Denpasar with data analysis techniques, namely Partial Least Square approach (PLS). PLS is a component or variant based Structural Equation Modeling (SEM) equation. Based on the hypothesis testing that has been done, it can be found that maternal emotional intelligence has a significant positive effect on selfefficacy, mother's emotional intelligence has a significant positive effect on children's learning achievement, self- efficacy has a significant positive effect on children's learning achievement, and self-efficacy is able to be significant as an intervening variable in the proposed model.
Bone Age Assessment Based on Deep Convolution Neural Network

Bone age assessment has become a common clinical practice in the diagnosis of endocrine disorders and bone maturity. An end-to-end bone age assessment method based on deep convolutional neural networks is proposed, which uses deep learning to segment the hand region and predict key points for correcting hand posture. By optimizing the dice loss function in DenseUNet for segmentation, the model is easier to converge and has better segmentation quality. Squeeze-and-excitation (SE) module and Position/Channel Attention (PA/CA) module can help network to focus on useful feature channels and position. By merging InceptionV3 with SE-module and PA/CA module, the assesssment model can extract the features of hand bone more efficiently. The experimental results show that the proposed network is superior to traditional and other automated bone age assessment methods both in accuracy and efficiency on the data of the 2017 children's bone age challenge organized by the Radiological Society of North America. Finally, the visualization of the region activation for bone age assessment is implemented, which is helpful to understand the connection between the image appearance and the bone age.
HUBUNGAN KOHERENSI DALAM AUTOBIOGRAFI NARAPIDANA DI LAPAS KELAS 1A SURAKARTA DAN IMPLIKASINYA DALAM PEMBELAJARAN BAHASA DI SMA

This study aims to (1) identify coherence relationships in prisoners' autobiographies in Class I prison in Surakarta and (2) describe the implications of coherence in language learning. The data in this study are in the form of words, phrases, clauses and sentences that show a coherence relationship. The data source is in the form of p risoners' autobiographical texts in LP IA Class Surakarta. Data collection techniques using documentation techniques. Data collection by document analysis and interviews. Data analysis uses interactive data analysis techniques. Based on the results and discussion concluded first, the coherence contained in the prisoner's autobiography in the form of a background-conclusion, reason-cause, cause-effect, outcome-terms, identification, generic-specific, comparison, paraphrase, causation, similiar, amplicative, and adiptive time. Secondly, the results of the analysis of this study can be implicated in learning in the revised edition of the 2013 curriculum class XII high school with basic competencies (KD) 3.4 Analyzing the content and linguistics of historical stories or novels and 4.4 Writing personal history stories by paying attention to language.
Indian Banking on 'Clouds' – A New Reality or False Dawn

Partnership between technology and banking has been strengthening since last two decade. Starting from total branch automation (TBA) and Core Banking Solution (CBS), to roll out of RTGS payment gateway, the pace of growth has been phenomenal. Now technology has been taking the form of Big Data analytics. It can help both in micro decision making like fraud detection, loan pricing, or even in macro decision making like forecasting inflation by collecting data from varied sources. While encouraging all these developments we must not lose the sight of providing cyber-secure environment to customers.
The Pikasso Guitar

The “Manzer Wedge” concept was invented for the Pikasso guitar and was first used on this instrument. The lower bass side is thinner under the arm and the treble side is fatter on the knee side therefore leaning the top back and enabling the player a better aerial view of the strings. The added benefit of this feature is that the guitar becomes more ergonomic and comfortable for the player. Most recently the author was commissioned to build an arch-top 6-string bass guitar. It had an 86 cm scale length with German spruce top and curly maple back and sides, with a solid core down the center of the body. This had a twofold purpose: First to stabilize the top from the tremendous down pressure of the strings, and secondly to prevent feedback problems, as the instruments was to be amplified in a concert situation. The result was an acoustic bass sound in a smaller more manageable size.
Sistem Informasi Digital Marketing Pemesanan Jasa Pembuatan Desain Video, Animasi dan Gambar

The current digital marketing system continues to advance, along with the development of increasingly sophisticated technology with the presence of the internet. Digital Marketing is the process of marketing a product or service through digital media or the internet that can reach wider consumers. This design creation service will be marketed via the internet or digital marketing so that its scope is even wider. And in a pandemic like this time it makes it easier to market without having direct contact with customers. Through digital marketing, it is hoped that it can make it easier for everyone who wants to buy video, animation and image design services without having to come far, even if there is an order from outside the city or even from abroad. Therefore the solution given is to build a Digital Marketing Information System for Making Video, Animation and Image Design Services. The method used in the design and software is the Waterfall method which uses several stages, namely planning, modeling, development and deployment. The web development framework uses the Codeigniter Formwork. It is hoped that the results of making digital web marketing can increase sales and make it easier for customers to find information