Importance of Features Selection,Attributes Selection,Challenges and Future Directions for Medical Imaging Data:A Review

In the area of pattern recognition and machine learning,features play a key role in prediction.The famous applications of features are medical imaging,image classification,and name a few more.With the exponential growth of information investments in medical data repositories and health service provision,medical institutions are collecting large volumes of data.These data repositories contain details information essential to support medical diagnostic decisions and also improve patient care quality.On the other hand,this growth also made it difficult to comprehend and utilize data for various purposes.The results of imaging data can become biased because of extraneous features present in larger datasets.Feature selection gives a chance to decrease the number of components in such large datasets.Through selection techniques,ousting the unimportant features and selecting a subset of components that produces prevalent characterization precision.The correct decision to find a good attribute produces a precise grouping model,which enhances learning pace and forecast control.This paper presents a review of feature selection techniques and attributes selection measures for medical imaging.This review is meant to describe feature selection techniques in a medical domainwith their pros and cons and to signify its application in imaging data and data mining algorithms.The review reveals the shortcomings of the existing feature and attributes selection techniques to multi-sourced data.Moreover,this review provides the importance of feature selection for correct classification of medical infections.In the end,critical analysis and future directions are provided.

Current approaches and future directions in the management of pterygium

Pterygium,a common ocular surface disorder,has a complex pathophysiology that may mimic tumorigenesis.There is altered expression of cell cycle/proliferation-related factors in pterygium tissues.Therefore,similar to cancer treatments,the management of pterygium ought to be multifactorial based on the patient’s condition.Current therapeutic methods for pterygium are focused on surgical resection in conjunction with antimetabolite use,in addition tissue graft is usually performed in the context of the avoidance of bare sclera.However,future directions in the management of pterygia will likely focus on genetic approaches.This perspective views the pathogenesis of pterygium,its existing therapies as well as current and future challenges in its treatment.

Recent advances and future directions for the pharmacogenetic basis of anti-VEGF treatment response in neovascular age-related macular degeneration

Age related macular degeneration （AMD） is a complex progres- sive neurodegenerative disease causing blindness in 30-35 million people worldwide. It affects the macula region of the retina leading to severe vision loss and legal blindness in individuals 〉 50 years of age （Wong et al., 2014）. The precise aetiology of AMD is unknown but smoking, age and genetic factors are major risk factors for AMD predisposition （Ding et al., 2009）. The genetic basis of AMD is well described with a recent study from the International AMD gene consortium （IAMDGC） reporting 52 genetic variants across 34 loci associated with the risk of AMD pathogenesis and explaining more than 50% of the genetic heritabilitv of the disease （Fritsche et al., 2016）.

Future directions for using estrogen receptor agonists in the treatment of acute and chronic spinal cord injury

All synthetic and natural estrogen receptor agonists, in- cluding the most potent physiological molecule estrogen or estradiol （E2）, work typically via activation of nuclear estrogen receptor alpha （ERα） and estrogen receptor beta （ERβ）. Both ERα and ERβ modulate the expression of a variety of genes in the cells. Neurons and glial cells express ERa and ERβ. Many studies so far from our and other laboratories have firmly established the mode of actions that ERα and ERβ agonists are very promising anti-inflammatory and neuroprotective agents in the treatment of neurodegenera- rive diseases and injuries including spinal cord injury （SCI） （Chakrabarti et al., 2014a）.

DICP Symposium (I) on Catalysis: Future Directions of Catalysis Science and Technology October 16-18, 2003, Dalian, China

Introduction and Invitation DICP Symposium is a special series of interna-tional conference named after the Dalian Instituteof Chemical Physics (DICP). The DICP Symposiumwas founded with the purpose to promote the interna-tional communication and collaboration between theDICP and the international scientific community, to

The Future of Detroit’s Music Industry:A Descriptive Study of Industry Professional Views

The purpose of the present study was to describe and provide insight on Detroit’s music industry,with the practical goal to inform the current state of music in Detroit and draw conclusive suggestions for bringing music back to a forefront of Detroit.The study drew on a sample of convenience(N=4)by researcher networking and past work in the Detroit music industry.Eight themes were identified in a content analysis of interview responses.The study revealed a deep and common vision shared among diverse industry professionals-to bring national recognition back to Detroit.Everyone wants Detroit’s music industry to make a comeback,however,they realize it is a slow process to achieve that goal.

The Teaching and Learning of Chinese as a Second or Foreign Language:The Current Situation and Future Directions

In this opening commentary,we highlight the development of the teaching and learning of Chinese as a second or foreign language(CSL/CFL),which has attracted much attention from researchers,language educators,and other stakeholders worldwide.To contribute to this ongoing examination and discussion,this special issue documents the collective efforts of scholars in different educational contexts to review six critical issues in teaching and learning CSL/CFL:learning and instruction of reading Chinese as an additional language,Chinese character teaching and learning,learner identity in CSL/CFL education,teaching and learning Chinese through immersion,technology assisted CSL/CFL teaching and learning,and mobile assisted learning CFL.We contend that all efforts to address these critical issues require constant examination to facilitate further development in CSL/CFL education around the world.

Epigenetics of autoimmune liver diseases: current progress and future directions

Autoimmune liver disease,including autoimmune hepatitis,primary biliary cholangitis,and primary sclerosing cholangitis,is a chronic autoimmune liver condition characterized by abnormal accumulation of proinflammatory immune cells.As more and more genetic studies are conducted,it is becoming increasingly clear that genetic risk cannot fully explain disease pathogenesis.Epigenetic modifications,including CpG island DNA methylation,histone modification,and microRNA-mediated gene silencing,are gradually being acknowledged to play a role in immune cellular identity and disease heterogeneity.Given the heterogeneity and environmental exposure bias observed in patients,it is essential to uncover the epigenetic mechanisms of autoimmune liver disease,which could integrate environmental skewing,cell lineage commitment,and genetics to provide a fuller mechanistic understanding of the disease.Epigenetic profiling holds promise for identifying diagnostic and prognostic biomarkers,and epigenetic manipulations could result in novel therapies.Cutting-edge breakthroughs are frequently being made in epigenetics,which might guide future explorations into autoimmune liver disease.

Attributes,challenges and future directions of community resilience

With the continuous development of human society, the damage to the natural environment is becoming increasingly large, causing crisis events to occur frequently. In recent years, the study of community resilience is becoming popular among scholars because of its perspective on disaster prevention and mitigation. In this study, we apply database retrieval to untangle community resilience-related papers from multiple directions. We analyze the connotation, attribute, and composition of community, resilience, and community resilience comprehensively by summarizing important issues and research progress in community resilience. Challenges and shortcomings faced by community resilience development are also determined. Moreover, we put forward the research directions that future research can focus on. Through literature review, current research on community resilience focuses on the following aspects: "infrastructure construction," "crowd in the community," "economic resilience,""social capital," and "measurement of community resilience." Such research is not yet systematic and relatively decentralized. The attention to collective resilience in the community is relatively weak, which makes achieving the goal of "people-oriented and systematic control" difficult.Therefore, this study states that the development of future community resilience should stand from the perspective of"system of system" and build on knowledge and tools of various relevant domains. Therefore, public needs and participation are highlighted as breakthrough points. The research should integrate infrastructure and economic resilience, social resource allocation, network connection,and other aspects to build a holistic and functional resilient community.

Energy Theft Detection in Smart Grids:Taxonomy,Comparative Analysis,Challenges,and Future Research Directions

Electricity theft is one of the major issues in developing countries which is affecting their economy badly.Especially with the introduction of emerging technologies,this issue became more complicated.Though many new energy theft detection(ETD)techniques have been proposed by utilising different data mining(DM)techniques,state&network(S&N)based techniques,and game theory(GT)techniques.Here,a detailed survey is presented where many state-of-the-art ETD techniques are studied and analysed for their strengths and limitations.Three levels of taxonomy are presented to classify state-of-the-art ETD techniques.Different types and ways of energy theft and their consequences are studied and summarised and different parameters to benchmark the performance of proposed techniques are extracted from literature.The challenges of different ETD techniques and their mitigation are suggested for future work.It is observed that the literature on ETD lacks knowledge management techniques that can be more effective,not only for ETD but also for theft tracking.This can help in the prevention of energy theft,in the future,as well as for ETD.

The Challenging Topics and Future Directions of the Research in Limnology and Watershed Sciences

Based on reviewing the problems in limnology and watershed sciences in meeting the national demands and the development of theories and methodology, this paper proposed some challeng-ing topics to the sciences, covering the process of lake evolution and the quantitative analysis of hu-man impacts, in-lake nutrient cycling an biogeo-chemical process, the process and mechanisms of material flow in lake-watershed system, digital watershed and the modeling of the surface pro-cess of lake-watershed, and ecosystem health and scientific management of lake- watershed.

Supply chain management research directions for future development

With the rapid development of electronic commerce, supply chain management is facing more and more new challenges. Therefore, it is particularly important to study the development of clear direction of supply chain. However, the supply chain is composed of different interest subjects, each subject in order to achieve the maximization of their own interests and adopt different measures, is a complex, huge system, has brought the huge challenge to the supply chain management. In this paper, the research on Supply Chain Management in the current situation, characteristics and the modem supply chain management are summarized, and combined with new challenges of supply chain management to predict future research direction is the development of supply chain management, in order to make the supply chain management to the greatest extent satisfy the consumer e-commerce mode increasingly popular.

The NCU Lu-Lin Observatory and its Future Direction

The NCU (National Central University) Lu Lin Observatory (Fig. 1) is located at Mt. Front Lu Lin, 120°52′25″E and 23°28′07″N, a 2862 m peak in the Yu Shan National Park. The construction of Lu Lin Observatory was finished on January 14, 1999. The initial study of Lu Lin site was started since late 1989. Later on, a three year project was founded by the National Science Council (NSC) which supported the development of a modern seeing monitor for this site survey study from 1990 through 1993. The average seeing of Lu Lin site is about 1.39 arc second with average 200 clear nights annually. The sky background of this site is 20.72 mag/arcsec 2 in V band and 21.22 mag/arcsec 2 in B band. The Lu Lin observatory is developed for both research and education activity. A homemade 76 cm Super Light Telescope (SLT) and three TAOS’s 50 cm robotic telescopes will be the two major research facilities. The SLT is expected to be operated in the fall of 1999. We are proposing a pilot program to perform SLT observations of time varying astrophysical objects exploiting the unique geophysical location (e. g. time and longitudinal coverage) of Taiwan at the Western Pacific Rim in such topics of emerging interest. The TAOS’s telescopes will be installed in the late 1999 for the survey work of Kuiper Belt Objects. A wireless T1 Network system will also be build up for future remote observation.

Bufo gargarizans:What’s in a Name?

The taxonomic status of Bufo species in East Asia,particularly those closely related to B.gargarizans,has been controversial for over half a century,and recent molecular studies further fueled the dispute.Whether B.andrewsi,B.bankorensis,B.minshanicus,B.sachalinensis,B.tibetanus,and B.tuberculatus constitute valid species or are geographic or ecological variants of B.gargarizans is at the centre of the discussion.Most of these forms possess morphological diagnostic traits,but those differences are minimal and often inconsistent.Molecular data produced many contradictory patterns.Lack of clear diagnostic characters,different usage or definition of various names,mis-identified specimens,limited amount of data or samples,and frequent inter-specific hybridization may all have contributed to the current controversies.Some contradiction may also result from differences between similarity-based clustering and gene tree-based branching patterns.Nevertheless,a dominant allopatric differentiation pattern within this species complex is apparent,and several regional population groups have been identified.Some of the groups resemble old names(e.g.B.minshanicus,B.tibetanus),while others are new.These groups may represent geographic or ecological variants,incipient species,or valid species,and the current data do not warrant a convincing taxonomic revision.To move forward,a single study with comprehensive sampling and genomic data is needed to establish a solid framework,which will define naturally existing population clusters/lineages,and detect their levels of divergence and approximate geographic boundaries.Morphological and ecological examination will follow to understand their biology,determine their taxonomic status,and identify consistent diagnostic characters if necessary.

Epidemiology of pancreatic cancer:New version,new vision

Pancreatic cancer(PC)is a devastating malignancy with an extremely high mortality rate and poses significant challenges to healthcare systems worldwide.The prevalence of PC risk factors spiked over the years,leading to a global increase in PC incidence rates.The contribution of different risk factors,however,varied from region to region due to genetic predisposition,environmental,social,and political factors underlying disease prevalence in addition to public health strategies.This comprehensive review aims to provide a thorough analysis of the epidemiology of PC,discussing its incidence,risk factors,screening strategies and socioeconomic burden.We compiled a wide range of seminal studies as well as epidemiological investigations to serve this review as a comprehensive guide for researchers,healthcare professionals,and policymakers keen for a more profound understanding of PC epidemiology.This review highlights the essentiality of persistent research efforts,interdisciplinary collaboration,and public health initiatives to address the expanding burden of this malignancy.

Review on hot spinning for difficult-to-deform lightweight metals

Hot spinning process has attracted significant attention because it can be used to manufacture complex parts, extend the forming limit of materials, decrease forming forces and reduce process chains. In this paper, we review researches on lightweight metals spun at elevated temperatures since they are difficult to deform at room temperature. These metals include light alloys, such as titanium, magnesium and aluminum alloys, and metal composites. Then, the heating methods used in the hot spinning process and the treatment methods employed for the temperature boundary condition in finite element analyses for the process were discussed. Finally, the future development directions for the hot spinning process of lightweight but difficult-to-deform alloys were highlighted.

Current stage in inflammatory bowel disease: What is next?

In recent years,the incidence of inflammatory bowel disease(IBD) has been on the rise,extending to countries where it was infrequent in the past. As a result,the gap between high and low incidence countries is decreasing. The disease,therefore,has an important economic impact on the healthcare system. Advances in recent years in pharmacogenetics and clinical pharmacology have allowed for the development of treatment strategies adjusted to the patient profile. Concurrently,new drugs aimed at inflammatory targets have been developed that may expand future treatment options. This review examines advances in the optimization of existing drug treatments and the development of novel treatment options for IBD.

Recent advances on mixed matrix membranes for CO_2 separation

Recent advances on mixed matrix membrane for CO2 separation are reviewed in this paper. To improve CO2 separation performance of polymer membranes, mixed matrix membranes (MMMs) are developed. The concept of MMM is illustrated distinctly. Suitable polymer and inorganic or organic fillers for MMMs are summarized. Possible interface morphologies between polymer and filler, and the effect of interface morphologies on gas transport properties of MMMs are summarized. The methods to improve compatibility between polymer and filler are introduced. There are eight methods including silane coupling, Grignard treatment, incorporation of additive, grafting, in situ polymerization, polydopamine coating, particle fusion approach and polymer functionalization. To achieve higher productivity for industrial application, mixed matrix composite membranes are developed. The recent development on hollow fiber and flat mixed matrix composite membrane is reviewed in detail. Last, the future trend of MMM is forecasted.

Therapeutic plasma exchange for hyperlipidemic pancreatitis:Current evidence and unmet needs

With changes in lifestyle and diet worldwide,the prevalence of hyperlipidemic acute pancreatitis(HLAP)has greatly increased,and it has become the most common cause of acute pancreatitis not due to gallstones or alcohol.There are many available therapies for HLAP,including oral lipid-lowering agents,intravenous insulin,heparin,and therapeutic plasmapheresis(TPE).It is believed that the risk and severity of HLAP increase with rising levels of serum triglycerides(TG),thus a rapid decrease in serum TG level is the key to the successful management of HLAP.TPE has emerged as an effective modality in rapidly reducing serum TG levels.However,due to its cost and accessibility,TPE remains poorly evaluated until now.Some studies revealed its efficacy in helping to treat and prevent the recurrence,while some studies suggested that TG levels were not correlated with disease severity,mortality,or length of hospital stay.Thus TPE might have no beneficial effect for the outcome.This article gives an overview of the published evidence of TPE in the treatment of HLAP and outlines current evidence regarding individual outcome predictors,adverse effects of the procedure,and TPE in special occasions such as for pregnant patients and patients with diabetic ketoacidosis.Future direction of TPE research for HLAP is also discussed in this review.

Viral hepatitis:A narrative review of hepatitis A–E

Viral hepatitis continues to be a major health concern leading to hepatic decompensation ranging from acute hepatitis to cirrhosis and hepatocellular carcinoma.The hepatic and extrahepatic manifestations are not only debilitating but also associated with a significant economic burden.Over the last two decades,the field of virology has made significant breakthroughs leading to a better understanding of the pathophysiology of viral hepatitis,which in turn has led to new therapeutic options.The advent of direct-acting antiviral agents changed the landscape of hepatitis C virus(HCV)therapy,and new drugs are in the pipeline for chronic hepatitis B virus(HBV)treatment.There has also been a significant emphasis on screening and surveillance programs,widespread availability of vaccines,and linkage of care.Despite these efforts,significant gaps persist in care,and there is a pressing need for increased collaboration and teamwork across the globe to achieve a reduction of disease burden and elimination of HBV and HCV.