Problems Of Interpretation Research Articles

A review of the Research on Tunnel Lining Voiding Detection Based on Acoustic Vibration Method

In the study of nondestructive testing technology for tunnel lining voiding detection, the traditional nondestructive testing technology has many drawbacks such as poor detection accuracy, high subjectivity, and easy to be interfered with, etc., and the combination of acoustic vibration method and deep learning technology has the problems of uneven distribution of the data set, poor interpretability, and other problems that are difficult to be applied to industrial applications, which summarizes the current acoustic vibration testing technology and its application to the study of tunnel lining voiding. Firstly, the non-destructive testing techniques used in the current tunnel lining voiding detection research are sorted out, and then a variety of tunnel lining voiding detection research methods based on acoustic vibration method with potential applications in the industrial field are analyzed, followed by an overview of the current situation from the point of view of deep learning combined with the acoustic vibration method for the detection of tunnel lining voiding, and then the direction of the next step of the research is discussed and analyzed. The full paper is summarized, and future challenges are pointed out.

EIDNet: Extragradient-based iterative denoising network for image compressive sensing reconstruction

Compressive sensing (CS) is a kind of hardware-friendly technology in effective image reconstruction. Most of the existing CS reconstruction methods can be classified into model-driven iterative optimization methods and data-driven neural network methods. These two types of methods have their own problems with computational complexity and theoretical interpretability. Motivated by the deep unfolding theory, we develop the model-driven Extragradient-based Iterative Denoising Network, dubbed EIDNet, which is based on the denoising model of the iterative shrinkage threshold algorithm (ISTA). By unfolding the iterative denoising model into the deep learning network, EIDNet addresses the interpretability problem of neural network methods in CS reconstruction. Each denoising iteration of the optimization algorithm is mapped into one layer of the reconstruction network in EIDNet. The extragradient method is adopted to accelerate network convergence. In addition, we introduce a learning-based sampling and initialization network for adaptive sampling and initialization. Extensive experiments show that the proposed EIDNet can obtain better image CS reconstruction performance than other state-of-the-art CS methods while maintaining satisfactory reconstruction efficiency.

Some Criminal Procedure Aspects of Overcoming Counteraction to the Investigation of Crimes Committed by Administrative and Managerial Elite

The investigation of official malfeasance committed by administrative and managerial elites is often accompanied by a number of objective and subjective difficulties. In addition to the specifically forensically relevant features of the subjects of crimes aimed at counteracting the investigation, which is carried out both directly by these subjects or indirectly through defense attorneys and other stakeholders, a significant role is played by the drawbacks found in a number of criminal procedure norms regulating the grounds and the procedures for conducting procedural actions, especially the inspection of the crime scene and other types of inspections. Insufficient clarity of regulations, possibilities of dual interpretations, gaps and collisions lead to a lack of uniformity in their application in investigation and court practice, which acts as a fertile ground for the emergence of conflicts between the prosecution and the defense. Having analyzed the clauses of Art. 176–180 of the Criminal Procedure Code of the Russian Federation, primarily in reference to official malfeasance, the author presents his suggestions on improving the wording of specific criminal procedure norms. The author gives his own definition of the concept «the scene of the incident», and argues for its legitimization in Art. 5 of the Criminal Procedure Code of the Russian Federation, thus neutralizing both the problem of ambiguous interpretations of this term, and the correlation between the inspection of the scene of the incident and other types of inspections, aimed at studying a certain area. In connection with this suggestion, the author also presents the projects of the norms in Parts 5 and 6 of the Criminal Procedure Code of the Russian Federation that specify the procedural forms for inspecting dwellings and territories under the jurisdiction of a juridical person or an entrepreneur.

A study on relationship between the individual, deviance and the power of social control

Starting from the most significant theoretical contributions, the present study aims to analyze the relationship between deviance, social norms and legal norms, investigate the complex field of interpretative problems of the term deviance, delve into the dimension of social role expectations, investigate the phenomenon of labeling and the related processes, understand, finally, how much social control can impact deviant phenomena, also in terms of prevention. Over time, as is known, the social and criminological sciences have focused their interest on individual behaviors linked to deviance phenomena, the latter of which can be classified as the distancing of individuals or groups from shared norms within each specific social context and on criminal behavior, in clear violation of legal-regulatory precepts, to which a sanction is attributed. In the modern panorama and in advanced industrial societies, what increases interest in the study of deviance in general is the growing fear of crime and victimization, which generate feelings of insecurity and fear in members of society. The multiple forms of deviant behavior have therefore, over the years, been increasingly analyzed and debated, given the increase in their visibility, their representation and emphasis on the mass media, but, above all, due to their treatment within public, control and prevention policies. Parsons (1965) underlines that the term "deviance" was introduced into the sociological debate in the 1950s.

Film discourse: the semantic interpretation of film titles

This article discusses the problems of semantic interpretation of the titles of feature films, as films turned into influential means of mass communication in the modern life. Filmonyms as one of the types of small-format texts has become the object of linguistic research. The significance of the film discourse as an audiovisual discourse is determined by the possibilities of its impact on the addressee. Author comprehensively analyzed the works of foreign and Kazakhstani linguists who studied the film discourse from various aspects. The purpose of the article is to identify linguistic and pragmalinguistic interpretation of Kazakhstani film titles. To achieve the goal, the following tasks were set: to consider semantic interpretation of the titles of feature films, to identify aesthetic function of film discourse, to group films into semantic categories, to offer the definition of the concept of “film discourse”. The scientific significance of the research work expands the research scope of film-discourse as a type of institutional discourse. Practical significance is due to the fact that research results can be used as materials for preparing lectures and cases on audiovisual discourse and pragmalinguistic features applied to the names of Kazakhstani films should undoubtedly become the object of further research by linguists.

Problemy vyznachennia poniattia viiskovoho maina yak predmeta viiskovykh kryminalnykh pravoporushen

The concept of «military property» is investigated, and several shortcomings of its normative definition are identified. Based on the analysis of the Law of Ukraine «On the legal regime of property in the Armed Forces of Ukraine,» laws of Ukraine regulating the activities and legal status of other military formations, some bylaws contradictions were revealed regarding the recognition of the military property of the National Guard of Ukraine, the Security Service of Ukraine, the State Border Guard Service of Ukraine, the State Service for Special Communication and Information Protection of Ukraine, as well as the property of the State Special Transport Service, in addition to the weapons and ammunition assigned to its units. In addition, the problem of interpretation of «the concept of «military property» is formed by the use in its normative definition of the phrase «assigned to...», which calls into question the recognition as military property, material property, property transferred as charitable assistance, property received as a result of economic activity, «trophy» property, etc. These problems may make it difficult to apply the norms on criminal liability provided for in articles 410-413 of the Criminal Code of Ukraine. The study also found that property may lose its military status if written off or alienated from the moment of approval or signing of the relevant official documents. At the same time, the write-off of property does not lead to the loss of its military status if, as a result of the write-off, it is transferred to another accounting category. Separate property is subject to write-off immediately after its transfer to use. Therefore, from the moment of such write-off, it loses its military status and cannot constitute the subject of criminal offenses provided for in articles 410-413 of the Criminal Code of Ukraine. Based on the study results, we propose to introduce amendments to regulatory legal acts regulating the legal regime of military property, which would extend their effect to all military formations created under the legislation of Ukraine. Changes to the normative definition of the «military property» concept are also proposed, which consist of recognizing any property in the records of a military formation or any property that has come into the possession of such a formation.

Dimensionality reduction and machine learning based model of software cost estimation

Software Cost Estimation (SCE) is one of the research priorities and challenges in the construction of cyber-physical-social systems (CPSSs). In CPSS, it is urge to process environmental and social information accurately and use it to guide social practice. Thus, in response to the problems of low prediction accuracy, poor robustness, and poor interpretability in SCE, this paper proposes a SCE model based on Autoencoder and Random Forest. First, preprocess the project data, remove outliers, and build regression trees to fill in missing attributes in the data. Second, construct a Autoencoder to reduce the dimensionality of factors that affect software cost. Subsequently, the performance of the model was trained and validated using the XGBoost framework on three datasets: COCOMO81, Albrecht, and Desharnais, and compared with common cost prediction models. The experimental results show that the MMRE, MdMRE, and PRED (0.25) values of the proposed model on the COCOMO81 dataset reached 0.21, 0.16, and 0.71, respectively. Compared with other models, the proposed model achieved significant improvements in accuracy and robustness.

A Collaborative Platform for Advancing Automatic Interpretation in ECG Signals.

Numerous papers report the efficiency of the automatic interpretation capabilities of commercial algorithms. Unfortunately, these algorithms are proprietary, and academia has no means of directly contributing to these results. In fact, nothing at the same stage of development exists in academia. Despite the extensive research in ECG signal processing, from signal conditioning to expert systems, a cohesive single application for clinical use is not ready yet. This is due to a serious lack of coordination in the academic efforts, which involve not only algorithms for signal processing, but also the signal acquisition equipment itself. For instance, the different sampling rates and the different noise levels frequently found in the available signal databases can cause severe incompatibility problems when the integration of different algorithms is desired. Therefore, this work aims to solve this incompatibility problem by providing the academic community with a diagnostic-grade electrocardiograph. The intention is to create a new standardized ECG signals database in order to address the automatic interpretation problem and create an electrocardiography system that can fully assist clinical practitioners, as the proprietary systems do. Achieving this objective is expected through an open and coordinated collaboration platform for which a webpage has already been created.

V.A. Favorsky’s Theory of the Book and the Problem of Artistic Interpretation of Literary Content

The article is devoted to the actual problems of the theory of the book, created and largely practically implemented by V.A. Favorsky and his associates in the 1930s —1950s. This theory was based on the principle of perception of the book as a synthetic art, which is confirmed by the tradition of handwritten books, relevant to the era of printing. The main contradiction faced by those who largely follow the work of V.A. Favorsky remains the correlation of the aesthetic concept of the book with its literary content. There are many dark places in V.A. Favorsky’s theory connected with this problem. Different approaches to this problem, characteristic of such a complex, synthetic work as a book, are analyzed, including issues related to the psychology of creativity, with a deep study of literary material when working on a book. The ambiguous experience of V.A. Favorsky, associated with immersion in the material of the book, with the study of the cultural context of the work, is considered. The article also highlights the important problem for V.A. Favorsky of the perception of a literary text in connection with the ideology and historical context of various epochs.The theoretical legacy of V.A. Favorsky does not lose relevance in our time, when the art of books is in need of pioneering approaches related to electronic publications of various types, including on the basis of the principle of “relay race of arts”, developed by the director and art theorist S.V. Obraztsov. Taking into account the current state of book publishing and its prospects, an updated appeal to the legacy of V.A. is proposed. Favorsky, which would solve the task of creating books at a high artistic level, taking into account the educational and informative functions of the book, without contradictions with the literary content of the work.

Some Discrete Tomography Problems in Hypergraph Model Interpretation

Abstract In this paper we consider discrete tomography problems with an additional requirement of non-repeatability of rows of the binary matrix to be reconstructed; as well as discrete tomography problems with given pairwise projections. Representing the problems in the hypergraph model and pointing out their equivalence to the basic definitions, we state the following results: (i) nonconvexity of the set of hypergraphic sequences of simple hypergraphs with $$n$$ vertices and $$m$$ hyperedges in the $$n$$-dimensional $$m + 1$$-valued lattice, (ii) characterization of monotone Boolean functions associated with degree sequences of 3-/(n–3)-uniform hypergraphs, (iii) formulation of discrete tomography problems with paired projections, their connection to hypergraph degree sequence problem with generalized degrees, a solution for a particular case.

Plectronoceratids (Cephalopoda) from the latest Cambrian at Black Mountain, Queensland, reveal complex three-dimensional siphuncle morphology, with major taxonomic implications.

The Plectronoceratida includes the earliest known cephalopod fossils and is thus fundamental to a better understanding of the origin and early evolution of this group of molluscs. The bulk of described material comes from the late Cambrian Fengshan Formation in North China with isolated occurrences in South China, Laurentia, Kazakhstan and Siberia. Knowledge of their morphology and taxonomy is limited in that most specimens were only studied as longitudinal sections, which are prone to misinterpretations due to variations in the plane of section. We describe more than 200 new specimens, which exceeds the entire hitherto published record of plectronoceratids. The material was collected by Mary Wade and colleagues during the 1970s and 1980s, from the lower Ninmaroo Formation at Black Mountain (Mount Unbunmaroo), Queensland, Australia. Despite the collecting effort, diverse notes and early incomplete drafts, Mary Wade never published this material before her death in 2005. The specimens provide novel insights into the three-dimensional morphology of the siphuncle based on abundant material, prompting a general revision of the order Plectronoceratida. We describe Sinoeremoceras marywadeae sp. nov. from numerous, well-preserved specimens, allowing investigation of ontogenetic trajectories and intraspecific variability, which in turn enables improved interpretations of the three-dimensional siphuncle morphology. The siphuncle of S. marywadeae sp. nov. and other plectronoceratids is characterised by highly oblique segments, an elongated middorsal portion of the septal neck (= septal flap) and laterally expanded segments that extend dorsally relative to the septal flap (= siphuncular bulbs). We show that this complex siphuncular structure has caused problems of interpretation because it was studied mainly from longitudinal sections, leading to the impression that there were large differences between specimens and supposed species. We revise the order Protactinoceratida and the families Protactinoceratidae and Balkoceratidae as junior synonyms of the Plectronoceratida and Plectronoceratidae, respectively. We reduce the number of valid genera from eighteen (including one genus formerly classified as an ellesmeroceratid) to three: Palaeoceras Flower, 1954, Plectronoceras Kobayashi, 1935 and Sinoeremoceras Kobayashi, 1933. We accept 10 valid species to which the 68 previously established species may be assigned. Sinoeremoceras contains 8 of the 10 plus the new species. Two species, previously referred to ellesmeroceratid genera, are transferred to Sinoeremoceras. This revised scheme groups plectronoceratids into distinct geographically and stratigraphically separated species, which better reflects biological realities and removes bias caused by preparation techniques. North China remains important containing the highest known diversity and was likely a centre of cephalopod diversification.

Освіта як соціальна система: від філософської концептуалізації до освітньої комунікації (версія Нікласа Лумана)

This article examines the issue of education from the point of the system theory of the modern German sociologist Niklas Luhmann. The main goal was to present arguments in favor of the possibility of education as a system, to describe its main functions and to highlight the problem of the medium. Firstly, the problem of translation of the German term Erziehung and its English counterpart Education was described; the existence of ambiguity, due to which it is possible in the context of the system theory to talk about both education and upbringing. Against this background, it was decided to use both terms as synonyms, bearing in mind their common meaning and the possibility of reverse translation. Then, by describing the main terms, Luhmann’s general understanding of the system theory and the system as a whole was given. Was mentioned such concepts as: distinguishing between the system and Umwelt, the phenomenon of self-reference and form. This gives rise to the second term – autopoiesis. The term was taken by Luhmann from the Chilean scientist Humberto Maturanа, the main point is in the special ability of systems to reproduce themselves from their own parts and to reproduce the parts themselves. A specific feature of autopoiesis is that it does not affect the final form. The phenomenon that provides autopoiesis is communication. It is possible because it is based on understanding and misunderstanding, which is found when distinguishing between message and information. From this constant distinction, sense is born. The possibility of understanding sense by a human, which is a psycho-physical system, is provided by structural coupling, openness of the system to external information. Based on this, we can describe the educational system. It is aimed at the formation and editing of the Person – a social symbol of communication. By providing each pupil with the same necessary knowledge, the education system thus increases the success of future communication. The medium that enables the system is the Pupil. However, significant social changes led to its reinterpretation and the emergence of a new term Lebenslauf, which causes problems in translation and interpretation.

Hitchcock’s figurations: some reflections on Textuality in Psycho

The article explores the implications of Psycho as a cinematic text a filmic array of iterable, signifying, verbal and visual, signifiers. It makes a distinction between prospective and retrospective movie viewing which allows examining how a film text reads itself, first in its treatment of proper names in the opening credits. The credits are analyzed as a narrative with its own shape, that introduces the figural modality of the film as a whole. Moving on to the diegetic narrative, the article analyzes how the movie represents the tensions and contradictions of signification as a problem of interpretation first of all for its characters, and specifically for Marion and Norman. It concludes by suggesting that the world of the movie posits the negotiation of signification not just in the twists and surprises of its melodramatic plot, but also in the conduct of mundane, domestic experience, whose trammels become central to the movie retrospectively in the light of the ultimate incoherence of the horror story.

Estimation and interpretation problems and solutions when using proportion covariates in linear regression models.

Proportion variables, also known as compositional data, are very common in ecology. Unfortunately, few scientists are aware of how compositional data, when used as covariates, can adversely impact statistical analysis. We describe here how proportion covariates result in multicollinearity and parameter identifiability problems. Using simulated data on bird species richness as a function of land use, we show how these problems manifest when fitting a wide range of models in R, both in a frequentist and Bayesian framework. In particular, we show that similar models can often generate substantially different parameter estimates, leading to very different conclusions. Dropping a covariate or the intercept from the model can solve the multicollinearity and parameter identifiability problems. Unfortunately, these solutions do not fix the inherent challenges associated with interpreting parameter estimates. To this end, we propose focusing the interpretation on the difference of slope parameters to avoid the inherent unidentifiability of individual parameters. We also propose conditional plots with two x-axes and marginal plots as visualization techniques that can help users better interpret their modeling results. We illustrate these problems and proposed solutions using empirical data from the North American Breeding Bird Survey. The practical and straightforward approaches suggested in this article will help the fitting of linear models and interpretation of its results when some of the covariates are proportions.

Review of heterozygosity visualization approaches in the context of conservation research

The assessment of heterozygosity level is one of the key metrics in conservation biology, as it contributes to the accurate design of conservation programs for endangered species. With the development of whole-genome sequencing technologies, it is now possible to more accurately estimate heterozygosity not only at the organismal level, but also at the population and species level. Contemporary conservation studies involve the processing of large volumes of whole-genome data, leading to problems of interpretation and necessitates the study of modern visualization methods for clear and correct presentation of results. In this review, we comprehensively examine the main types of visualization of heterozygosity assessments obtained using various approaches. We delve into the theory underlying each visualization method and discuss their characteristics using examples from studies of non-model species with different conservation statuses. The review provides insight into current tools for heterozygosity assessment and subsequent visualization, as well as current trends in this field.

Urban ground leases: a cross-country comparison

ABSTRACT The ground lease is a form of land tenure where the property rights are split between the lessor (landowner) and the lessee (land user). Additional ground lease features, such as the obligation to pay ground rent, depend on factors including the legal framework and lessor requirements. Ground lease features can lead to interpretation problems for ground leaseholders and even valuers, such as misunderstanding the extent of ground rent review. This paper examines location-based differences in order to highlight ground lease variability across countries. The term ‘ground lease’ is effectively a catch-all term for a tenure type that can display considerable differences depending on the location. Recognition of potential ground lease pitfalls and how ground leases differ across jurisdictions is necessary in an increasingly connected world. This paper advocates for uniform international ground lease terminology that more completely explains the extent of tenure rights of each ground lease.

The problems of defining and applying the concepts of gender equality and gender inequality in Russian law

The article examines the issues of the emergence, development and current state of the scientific problem of defining the concepts of gender equality (inequality), as well as the law enforcement aspect of its solution in the Russian Federation and in foreign countries. The object of the study is public relations between the state and citizens of Russia on issues of equality of rights, freedoms, opportunities for their realization and obligations established by Part 2 of Article 6 and Part 3 of Article 19 of the Constitution of the Russian Federation. The subject of the study is the norms of constitutional (Part 2 of Article 6, Part 3 of Article 19 and paragraph "zh.1" of Part 1 of Article 72 of the Constitution of the Russian Federation), civil (part 1 of Article 12 of the RF IC) and administrative law (Part 2 of Article 3.9 and Part 2 of Article 4.2 of the Administrative Code of the Russian Federation), other normative legal acts and judicial acts defining gender equality (inequality) of citizens. In the course of the work, dialectical, logical, systemic, functional, formal-legal, comparative-legal research methods were used. The aim of the study is to develop a uniform approach to establishing the concepts of gender equality (inequality) in order to eliminate the problems of ambiguous interpretation and conflict of legislation in modern science and law enforcement practice. This goal has determined the need to set and solve the following tasks: 1. Research on the concepts of gender equality (inequality) as legal categories in the Russian Federation and foreign countries. 2. Formulation of uniform definitions of gender equality (inequality). 3. Definition of the main difference between the concepts of gender equality (inequality). 4. Consideration of the possibility of applying the author's concepts of gender equality (inequality) in law enforcement practice and in normative acts. The study showed that there is no single approach to understanding gender equality (inequality) in modern science and law enforcement practice. Most modern concepts of gender equality (inequality) are based on the recognition of the equality of rights and freedoms of men and women. The author of the article puts forward the theory that gender equality is a right guaranteed by the state and international legal acts, freedom, duties and opportunities to achieve them in relation to citizens without gender separation, and gender inequality, on the contrary, acts as a discriminatory sign in relation to citizens depending on their gender.

Information bottleneck in peptide conformation determination by x-ray absorption spectroscopy

We apply a recently developed technique utilizing machine learning for statistical analysis of computational nitrogen K-edge spectra of aqueous triglycine. This method, the emulator-based component analysis, identifies spectrally relevant structural degrees of freedom from a data set filtering irrelevant ones out. Thus tremendous reduction in the dimensionality of the ill-posed nonlinear inverse problem of spectrum interpretation is achieved. Structural and spectral variation across the sampled phase space is notable. Using these data, we train a neural network to predict the intensities of spectral regions of interest from the structure. These regions are defined by the temperature-difference profile of the simulated spectra, and the analysis yields a structural interpretation for their behavior. Even though the utilized local many-body tensor representation implicitly encodes the secondary structure of the peptide, our approach proves that this information is irrecoverable from the spectra. A hard x-ray Raman scattering experiment confirms the overall sensibility of the simulated spectra, but the predicted temperature-dependent effects therein remain beyond the achieved statistical confidence level.

Concordance of assessments of four PD-L1 immunohistochemical assays in esophageal squamous cell carcinoma (ESCC)

ObjectiveGiven real-world limitations in programmed death-ligand 1 (PD-L1) testing, concordance studies between PD-L1 assays are needed. We undertook comparisons of PD-L1 assays (DAKO22C3, Ventana SP263, Ventana SP142, E1L3N) among observers in esophageal squamous cell carcinoma (ESCC) to provide information on the analytical and clinical comparability of four PD-L1 IHC assays.MethodsParaffin embedded samples of 50 cases of esophageal squamous cell carcinoma were obtained, satined with all four PD-L1 assays. PD-L1 was evaluated by 68 pathologists from 19 different hospitals. PD-L1 expression was assessed for combined positive score (CPS).ResultsThe expression sensitivity of SP263 was the highest in ESCC, followed by 22C3, E1L3N and SP142. Taking CPS 10 as the critical value, inter-observer concordance for CPS scores among 68 physicians was assessed for the 22C3, SP263, SP142, and E1L3N assays, yielding values of 0.777, 0.790, 0.758, and 0.782, respectively. In the comparison between assays, the overall CPS scores concordance rates between 22C3 and SP263, SP142, and E1L3N were 0.896, 0.833, and 0.853, respectively. 22C3 and SP263 have high concordance, with OPA of 0.896, while E1L3N and SP142 have the highest concordance, with OPA of 0.908.ConclusionIn ESCC, the concordance of PD-L1 evaluation among observers is good, and the immune cell score is still an important factor affecting the concordance of interpretation among observers. Cases near the specific threshold are still the difficult problem of interpretation. SP263 had the highest CPS score of the four assays. SP263 cannot identify all 22C3 positive cases, but had good concordance with 22C3.E1L3N and SP142 showed high concordance.

Subdiffusion in an array of solid obstacles

More than a decade ago, Goychuk reported on a universal behavior of subdiffusive motion (as described by the generalized Langevin equation) in a one-dimensional bounded periodic potential (Goychuk 2009 Phys. Rev. E 80 046125) where the numerical findings show that the long-time behavior of the mean squared displacement is not influenced by the potential, so that the behavior in the potential, under homogenization, is the same as in its absence. This property may break down if the potential is unbounded. In the present work, we report on the results of simulations of subdiffusion in a two-dimensional (2D) periodic array of solid obstacles (i.e. in an unbounded potential) with different packing fractions. It is revealed that the universal subdiffusive behavior at long times is not influenced by the presence of solid scatterers, whose presence influences the behavior at intermediate times only. This result is discussed as having possible relations to the emerging problem of interpretation of results on trajectories of tracers spreading in the brain’s extracellular space.