Integration of linked open data in case-based reasoning systems

This paper discusses the opportunities of integrating Linked Open Data (LOD) resources into Case-Based Reasoning (CBR) systems. Upon the application domain travel medicine, we will exemplify how LOD can be used to fill three out of four knowledge containers a CBR system is based on. The paper also presents the applied techniques for the realization and demonstrates the performance gain of knowledge acquisition by the use of LOD

Knowledge modelling with the open source tool myCBR

Building knowledge intensive Case-Based Reasoning applications requires tools that support this on-going process between domain experts and knowledge engineers. In this paper we will introduce how the open source tool myCBR 3 allows for flexible knowledge elicitation and formalisation form CBR and non CBR experts. We detail on myCBR 3 's versatile approach to similarity modelling and will give an overview of the Knowledge Engineering workbench, providing the tools for the modelling process. We underline our presentation with three case studies of knowledge modelling for technical diagnosis and recommendation systems using myCBR 3

Deriving case base vocabulary from web community data

This paper presents and approach for knowledge extraction for Case-Based Reasoning systems. The recent development of the WWW, especially the Web 2.0, shows that many successful applications are web based. Moreover, the Web 2.0 offers many experiences and our approach uses those experiences to fill the knowledge containers. We are especially focusing on vocabulary knowledge and are using forum posts to create domain-dependent taxonomies that can be directly used in Case-Based Reasoning systems. This paper introduces the applied knowledge extraction process based on the KDD process and explains its application on a web forum for travelers

Comorbidities Associated with Large Abdominal Aortic Aneurysms

BACKGROUND: Abdominal aortic aneurysm has become increasingly important owing to demographic changes. Some other diseases, for example, cholecystolithiasis, chronic obstructive pulmonary disease, and hernias, seem to co-occur with abdominal aortic aneurysm. The aim of this retrospective analysis was to identify new comorbidities associated with abdominal aortic aneurysm. METHODS: We compared 100 patients with abdominal aortic aneurysms and 100 control patients. Their preoperative computed tomographic scans were examined by two investigators independently, for the presence of hernias, diverticulosis, and cholecystolithiasis. Medical records were also reviewed. Statistical analysis was performed using univariate analysis and multiple logistic regression analysis. RESULTS: The aneurysm group had a higher frequency of diverticulosis (p = 0.008). There was no significant difference in the occurrence of hernia (p = 0.073) or cholecystolithiasis (p = 1.00). Aneurysm patients had a significantly higher American Society of Anesthesiology score (2.84 vs. 2.63; p = 0.015) and were more likely to have coronary artery disease (p < 0.001), congestive heart failure (p < 0.001), or chronic obstructive pulmonary disease (p < 0.001). Aneurysm patients were more likely to be former (p = 0.034) or current (p = 0.006) smokers and had a significantly higher number of pack years (p < 0.001). Aneurysm patients also had a significantly poorer lung function. In multivariate analysis, the following factors were associated with aneurysms: chronic obstructive pulmonary disease (odds ratio, OR = 12.24; p = 0.002), current smoking (OR = 4.14; p = 0.002), and coronary artery disease (OR = 2.60; p = 0.020). CONCLUSIONS: Our comprehensive analysis identified several comorbidities associated with abdominal aortic aneurysms. These results could help to recognize aneurysms earlier by targeting individuals with these comorbidities for screening

Open- and Closed-Loop Neural Network Verification using Polynomial Zonotopes

We present a novel approach to efficiently compute tight non-convex enclosures of the image through neural networks with ReLU, sigmoid, or hyperbolic tangent activation functions. In particular, we abstract the input-output relation of each neuron by a polynomial approximation, which is evaluated in a set-based manner using polynomial zonotopes. While our approach can also can be beneficial for open-loop neural network verification, our main application is reachability analysis of neural network controlled systems, where polynomial zonotopes are able to capture the non-convexity caused by the neural network as well as the system dynamics. This results in a superior performance compared to other methods, as we demonstrate on various benchmarks

Pseudo aneurysm of the uterine artery with arteriovenous fistula after cesarean section: A rare but sinister cause of delayed postpartum hemorrhage

Pseudoaneurysm of the uterine artery is a rare complication of cesarean section. Delayed diagnosis and management may result in rapid and catastrophic postpartum hemorrhage and may necessitate hysterectomy or can even be fatal. A 28-year-old woman (gravida I, para I) presented with delayed postpartum hemorrhage 10 days after emergency cesarean section. Using transabdominal and transvaginal Color Doppler sonography, we detected a pseudoaneurysm in the posterior uterine wall, which was successfully treated with selective embolization distal and proximal to the lesion with platinum coils. In patients with delayed postpartum hemorrhage-especially after cesarean section-the rare possibility of uterine artery pseudoaneurysm must be kept in mind

SEASALTexp - an explanation-aware architecture for extracting and case-based processing of experiences from internet communities

This paper briefly describes SEASALTexp, an extension of the application-independent SEASALT architecture (Sharing Experience using an Agent-based explanation-aware System Architecture LayouT), which offers knowledge acquisition from Internet communities, knowledge modularisation, and agent-based knowledge maintenance complemented with agent-based explanation facilities

F-actin rearrangements and analysis of physical environment of invasive hyphal growth.

Invasive growth through a substrate requires a massive amount of penetrative force, and this is generated in the space of a few microns in a growing tip. This process is known to be critical in the root hair, pollen tube, rhizoids, and the topic of this thesis, hyphal growth. However defining the mechanisms underlying the tip growth remains a contentious issue. Shortcomings in control of direction and regulation of growth began to undermine early turgor-based theories, and the cytoskeletal protein actin, ubiquitous in nature and with crucial roles in structure and motility became a target for investigation. A major breakthrough came with the discovery that a characteristic actin depleted zone (ADZ) occurs at the growing tip of hyphae during invasive but not non-invasive hyphal growth. The ADZ is likely to have an important role in generating the greater protrusive force required for invasive growth. However, since its discovery, little has been determined about the characteristics of the ADZ. Uncertainty in the description of the physical environment the hyphae face adds a layer of complexity to interpretation of results. This thesis aims to address this issue, studying the impact of increasing agarose substrate concentration on the presence and dimensions of the ADZ in the oomycete A. bisexualis. Furthermore, agarose is examined by compression and imaging to compare the physical characteristics of the agar samples over the range of concentrations, and determine whether increasing agarose concentration influences agarose gel structure. Results suggest a difference in the number of ADZ observed in non-invasive compared with invasive samples, however no significant differences in the number or dimensions of ADZ were found amongst the 1-4% w/v agarose concentrations. The 0% sample showed 20.7 percent of hyphae exhibited depleted zones, while 1, 2, 3 and 4% samples showed 56.9%, 48.8%, 40.9% and 54.2% respectively. ADZ dimensions did not correlate with agarose concentration. The average ADZ area:hyphal diameter ratio was 0.634, 0.526, 0.430, 1.09, and 0.65 for 0-4% agarose concentrations respectively. Additionally, investigation of gel compression forces revealed gel strength increases with agarose concentration. The force required to compress the agarose increased from 1.85 Psi in 1% agarose to 4.85, 7.09 and 12.22 Psi in 2, 3 and 4% agarose concentrations respectively. SEM imaging, however, suggests heterogeneity of the fibrous interconnected network of agarose gels at a microscopic scale with variable porous structure at all agarose concentrations. This scale is relevant to hyphal tip growth. In combination, these results suggest F-actin depletion may be a response mechanism to provide greater force for invasive growth. Additionally, this response is not dependent on the concentration of the agarose media, possibly due to the variability encountered within the media. These results contribute another important step forward in unraveling the elusive mechanism of tip growth

Association of simple renal cysts and chronic kidney disease with large abdominal aortic aneurysm

Background: Abdominal aortic aneurysms (AAA) primarily affect men over 65 years old who often have many other diseases, with similar risk factors and pathobiological mechanisms to AAA. The aim of this study was to assess the prevalence of simple renal cysts (SRC), chronic kidney disease (CKD), and other kidney diseases (e.g. nephrolithiasis) among patients presenting with AAA. Methods: Two groups of patients (97 AAA and 100 controls), with and without AAA, from the Surgical Clinic Charité, Berlin, Germany, were selected for the study. The control group consisted of patients who were evaluated for a kidney donation (n = 14) and patients who were evaluated for an early detection of a melanoma recurrence (n = 86). The AAA and control groups were matched for age and sex. Medical records were analyzed and computed tomography scans were reviewed for the presence of SRC and nephrolithiasis. Results: SRC (74% vs. 57%; p<0.016) and CKD (30% vs. 8%; p<0.001) were both more common among AAA than control group patients. On multivariate analysis, CKD, but not SRC, showed a strong association with AAA. Conclusions: Knowledge about pathobiological mechanisms and association between CKD and AAA could provide better diagnostic and therapeutic approaches for these patients