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Event literature review

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Cheap article ghostwriter website for college Wang, Y. They also argue that appropriate support by the top management for working in teams enhances the overall productivity of the organisation Manzoor et al. Beersma et al. On the basis of our literature review, we observe ample opportunities for work that does not use any form of supervision in the event abstraction. In a supervised scenario, the event abstraction technique expects some form of additional input, e.
Event literature review 436
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Resume a numbered list option excel On the other hand, teams were able to improve their performance by improving the quality of communication and the amount of communication did not significantly relate to performance. Moreover, literature also indicates that there are number of organisational benchmarks that can help in measuring the performance of the team. Teamwork also ensures the speedy development and growth of the organisation. Aside from event logs, event literature review typical input of process mining techniques is a process model. According to Lawnton and Weaverp. In a supervised scenario, the event abstraction technique expects some form of event literature review input, e. However professional movie review ghostwriters site uk this study all course not surprising in itself, as these journals coding was carried out by the author and therefore have business events as a major focus.

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Here, she drove people to the Expo Hall, and awarding an unexpected, memorable prize — an upgrade to a hotel suite. It has made an impact on how we organize an event, making it a much more hassle-free task as you can just promote it through social media. But is it really just that? A user had upload it, and just because of that, it teaches us a lesson because anybody can post what you do online and spread it like a forest fire. That being said, the future of Event Planning looks bright as it has make a big impact in our daily lives as we integrate more with social media tools and keeping in touch with people seem smoothly done.

All in all, the advantages and disadvantages of using social media is really obvious, you just have to be smart as there are some consequences with the actions you take. I would strongly recommend those in my school, especially in the upcoming event called TPRAWKS to integrate more with social media tools like these, for example having stickybits temporary barcode tattoo to be tagged in the lucky draw, or just collaborate with any Geolocation services to make a game event!

If you just take a moment to think about what the overall theme of the event is supposed to be you should get a pretty good idea of who would be an ideal speaker at your event. You are commenting using your WordPress.

You are commenting using your Google account. You are commenting using your Twitter account. You are commenting using your Facebook account. Notify me of new comments via email. Notify me of new posts via email. Home KAI. You painted my entire world Kaiber, Qayyum. November 12, By Kai. So the next time you would like to plan an event be sure to: Create an event at a social media network Integrate it with your event and just have fun with it!

Thank you and enjoy your day! Share this: Twitter Facebook. Like this: Like Loading About Kai. Simple "The truth shall set you free" View all posts by Kai. Impact of Technology on the Quality of Health Care The quality of health care is In other words, it retrospectively undertakes a critical analysis of the pros and cons of existing important studies and research and shows which issues require new or further study — how the body of knowledge could be improved.

Visit Website Eventbrite provides cost-effective event management software to help businesses organize and sell tickets to events online-while helping people discover events that fuel their passions. The review is a careful The projectification has shed light on the amount of project success and failure in which both have been noted to have a steep difference between each other. For complex and large events more sophisticated event management systems are available on the market, however unless you need all the bells and whistles offered it is often wise to chose a straightforward system which is quick and painless to set up.

View all posts by justicebarrow You are commenting using your WordPress. You are commenting using your Google account. You are commenting using your Twitter account. You are commenting using your Facebook account. Notify me of new comments via email. Notify me of new posts via email. Skip to content. Home About Contact. Share this: Twitter Facebook. Like this: Like Loading Published by justicebarrow Published August 6, Previous Post Another name for homework.


In some cases, these patterns are simply repeating strict sub-sequences. In other cases, these patterns are more advanced, e. In some cases, the techniques cluster sometimes iterative patterns into new coarser-grained events. In Bose and van der Aalst , the authors consider the notion of coherent sub-sequences of behavior. However, no clusters are discovered in this techniques, i. Internally, a hierarchy of clusters is constructed, s. In Folino et al. Predictive clustering trees are used to cluster low-level events, i.

Clustering is based on repeatedly checking whether the workflow schema process model extracted, when applying the clustering, improves two quality measures defined in the paper. In Mannhardt and Tax , more advanced methods to find patterns are used. In this work, frequent local process models, i. The authors propose to do so, in order to group events that have a semantically similar name.

In Alharbi et al. The number of states of these models is computed using log likelihood, after which the Viterbi algorithm Forney is applied to extract sequences of states corresponding to coarse-granular events. Subsequently, a hierarchical clustering of events is computed, which forms the basis for coarse-granular event recognition. The supervised event abstraction techniques generally use three different types of supervision artefacts.

Some use a time interval to determine groups of fine-granular events. Each group typically relates to a distinct higher-level activity. A fairly limited number of techniques assumes process analysts to select a small portion of event data on which they provide a manual mapping from fine-granular events to higher-level activities. The mapping is then used as a knowledge base to reason on the large portion of event data. The majority of the techniques assumes some form of reference model, i.

Typically, these models are used as a basis to apply matching of fine-granular patterns. In Ferreira et al. The macro-model is represented by a Markov model, expressed over the high-level activity classes. As such, the user of the technique is expected to know the basic high-level activities and their relationship.

In Baier et al. In particular, the technique expects an input process model together with a description, which is transformed into an annotated process model. The annotated process model, in turn, is used to define event-activity relations for the input event log, i. In van Eck et al. The only input required is a minimal window size, in which the input sensor data needs to be segmented. Clustering is subsequently used to group segments, and, based on cluster properties, generate implicit labels for the observed events.

Optionally, such implicit labels can be refined by a domain expert. Similarly, Senderovich et al. The sensor data location data is translated to a collection of interactions. Given an interaction pattern, sets of interactions are grouped that match the given pattern. Additional process knowledge, e.

In Begicheva and Lomazov , the authors assume that each coarse-granular activity class is represented by the execution of a sub-process, tracked at the fine-granular level. Hence, such a mapping needs to be initially given, in order to effectively apply the event abstraction. The fine-granular events are replaced by corresponding coarse-granular activities, which are further translated into a process model. In Leonardi et al. The fine-granular events are mapped to the ground terms of such ontologies, after which a rule-base is exploited to learn higher-level concepts.

Further disambiguation of the matches is performed by integration of domain knowledge, i. In Fazzinga et al. Each possible interpretation of the fine-granular trace, in terms of coarse-granular events, is computed with an associated probability distribution. The frequency of precedence relations between high-level activities are inferred. To do so, the authors use candidate mappings, based on activity dependencies.

In Mannhardt et al. The technique subsequently finds these behavioral patterns in the fine-grained data, and, replaces them with a coarse-granular activity instance. In Bernard and Andritsos , the author propose to use process trees , i.

In particular, the authors propose to use event abstraction in the domain of customer journey mapping. In Tax et al. The approach expects a set of annotated traces in which each fine-granular event instance has a corresponding coarse-granular event instance. On the basis of the annotated traces, a conditional random field is trained, which is used on a collection of unlabeled fine-grained events to apply event abstraction.

In Tello et al. The segmentation list, essentially, is a set of relatively small examples. Next, the separated traces are provided as an input to a clustering algorithm that is used to create high-level activity labels.

These sessions correspond to time periods, which are defined on a minimum time of inactivity, i. In terms of fine-granular event interleaving, we observe that the distribution of the relevant work is relatively mixed.

Typically, work that supports interleaving within the fine-granular event representation uses some form of internal model that is able to capture concurrency, in order to represent the higher level events. Footnote 1 For example, Petri nets Murata are used internally to map the fine-granular events into coarse-granular events Mannhardt and Tax ; Mannhardt et al. Also, more declarative process modeling languages are used for this purpose Baier et al.

Similarly, techniques that use ontologies Leonardi et al. In case of strictly sequential techniques, it is harder to pinpoint a commonly used internal model type. For example, in Tax et al. Likewise, in Alharbi et al. The vast majority of the work results in a deterministic output, i. Notable exceptions to the standardized outcome specification are Tax et al. Tax et al. The estimation is based on the time differences between start and complete lifecycle steps for an activity.

Clearly, most techniques covered in this work are using discrete data. However, van Eck et al. The stream of sensor data, which might be multivariate, is first segmented using a given window size. Subsequently, for each segment, relevant features are calculated, which are used to cluster the different segments.

These clusters need to be labeled by domain experts. Interestingly, the output of this first step is a sequence of potentially yet not necessarily fine-granular events, i. Another notable work is Senderovich et al. In this regard, the work is not directly applicable on arbitrary fine-granular events, yet, relevant in the context of event abstraction. Interestingly, the vast majority of the techniques covered only uses the control-flow perspective, i.

Using additional information that encodes the context in which an event is recorded may help to map events to the correct activity instance. Baier et al. Here, so-called attribute conditions are defined over the event payload of surrounding events, which are then combined with rules based on the control-flow perspective and allow to restrict the number of events that may be matched to a specific activity instance.

However, in case, multiple conditions match a single event instance, all matches are considered valid. A different approach is taken in Folino et al. The authors propose to first cluster the event log, while disregarding the control-flow perspective by considering an event as a set of data attributes. The data perspective takes precedence on the decision which events to cluster together, and, control flow is only implicitly taken into account through the clustering.

As an improvement over the work of Baier et al. Here, the ambiguity of multiple conflicting rules being activated for the same fine-granular event is resolved by solving a global optimization problem, i. Several other methods have been exploiting specific perspectives, e. For example, in Senderovich et al. The conditional random fields used in Tax et al. Notably, the work in Fazzinga et al. Concerning the relationship between event classes and activity classes, most recent works support the full n:m mapping, i.

A single event class may, in these works, relate to different activity classes depending on the context is solved. This is in contrast to early work that does not allow for such ambiguity in the input data, i. Opposed to the class relationship between events and activities, on an instance level, we observe that almost all techniques are limited to an n:1 relationship model.

This means that, whereas event classes may be shared between activities, individual events cannot be part of more than one activity instance. This is restriction limits certain scenarios, e. A notable exception is Tax et al. However, this is not extensively evaluated nor further discussed in the paper. We discuss granular computing , complex event processing , activity recognition and process mining specific data pre-processing techniques.

Furthermore, we present interesting unexplored dimensions as well as potential novel dimensions to be considered. In this section, we discuss the similarities of event abstraction in process mining with respect to several related fields.

The event abstraction techniques covered in this literature survey clearly follow the basic conceptual principles of granular computing Pedrycz ; Bargiela and Pedrycz In particular, the works considered in this paper can be regarded as abstraction mechanisms that reduce the conceptual burden of understanding the information carried by the data, i. The majority of the work considered here translates data at the information-granule level fine-grained events to the symbolic level coarse-grained events.

Despite the clear relationship between granular computing and event abstraction, typical models used by techniques in the domain of granular computing are not necessarily adopted in state-of-the-art event abstraction techniques. Concepts originating from the domain of fuzzy logic are often applied in granular computing, yet, have not at all been considered in event abstraction.

For example, Chiang et al. Similarly, in Liu and Zhang ; Liu et al. Methods based on complex event processing Cugola and Margara typically assume a stream of events, over which queries are evaluated. When a query is matched a high-level activity is detected. Traditionally, CEP does not consider the notion of process instance i. There are some applications using the CEP paradigm in a business process context, e.

In Halle and Varvaressos , a CEP notation is formalized such that it could be used as a basis for event abstraction. The application of CEP to business processes and process mining is elaborated more extensively in Soffer et al. The authors explicitly list event abstraction as a use case and issue to be worked on. Many activity recognition methods , i. Often, predictive or intervention-related task scheduling, i. A recent overview focused on using these techniques for process mining in industrial environments can be found in Mannhardt et al.

Broader surveys of the field are published in Aggarwal and Ryoo ; Abdallah et al. Recently, some authors have considered data pre-processing algorithms, specifically designed for process mining Conforti et al. These techniques do not aim to alter the granularity level of the data. Rather, the techniques aim to find in frequent patterns in the event data, which they decide to either keep, remove, replace, etc. The main challenge in these techniques is the existence of concurrency in the process under study.

Concurrent scheduling of activities yields a large number of different orderings in which the corresponding events can be observed. As such, it is difficult to find common patterns. Nonetheless, the application of the aforementioned pre-processing techniques typically leads in more precise process models, i. The pre-processing techniques are expected to perform bad when the event data are very fine grained, i.

Hence, a combination of data pre-processing techniques with event abstraction techniques may lead to better results. Based on the conducted literature review, some dimensions identified in the taxonomy, turn out to be underexposed. Secondly, some recent developments in the area of process mining indicate possibilities for work on novel dimensions.

In this section, we briefly discuss these aspects. Our analysis of the state-of-the-art has illustrated that the majority of existing techniques is supervised, i. Just a small portion is unsupervised. Clearly, the use of domain knowledge enables us to generate more accurate abstractions, but is not always easy to provide, i. Hence, there seems to be room for novel work in this category, where, process analysts are facilitated to provide some, possibly limited, domain knowledge, e.

The majority of the techniques results in a discrete output. Whereas there is some work in the area of probabilistic output models, it is questionable whether such output is desired, i. Different abstractions specifically come into play when moving toward n:m relations between event and activities on the class and instance level.

For example, when using a local Baier et al. Even when methods provide a probabilistic interpretation, the utility of such result is low, i. An exception to this is Pegoraro and van der Aalst , which assumes that an event log contains quantified uncertainty. Interestingly, only one of the reviewed works combines the notion of continuous data sources with the notion of process instances. It remains interesting to study whether such techniques are easily translated to work on data that assume the execution of an underlying process.

Furthermore, the use of additional data attributes is relatively underexposed. In some cases, certain data attributes logged during the execution of fine-grained activities can aid in mapping onto coarsely-grained concepts. A difficulty when considering arbitrary rules over data combined with control flow is that the computational complexity of abstraction methods often increases considerably.

Within process mining, the notion of online analysis and event streams have gained some attention over recent years, e. As CEP techniques are generally defined on the basis of online streams of events, an investigation of the applicability of these techniques in an online process mining setting seems promising.

Particularly, challenging in online event abstraction is the fact that the knowledge we have of a process instances, i. As such, the mappings detected by an online event abstraction technique potentially change over time. The techniques covered in this paper show a wide variety in terms of supervision strategy including the type of supervision artefact when using a supervised approach. Similarly, the techniques differ greatly on support for interleaving among the fine-granular events.

For other categories, we observe less differences, yet, variety still exists. This variety can be seen as a limitation of event abstraction, i. Therefore, it is likely that we will not observe the development of highly generic, domain independent event abstraction techniques. In case of using an unsupervised approach, there is no guarantee that the patterns discovered rightly correspond to high-level activity instances. On the one hand, some supervised techniques cope with this problem, i. However, on the other hand, it is questionable whether the type of supervision artifact is available in practice.

Specifically, when applying the event abstraction techniques in the context of discovery, a process model accurately describing the process is typically unknown. The widespread application of process mining in industry has unraveled new challenging problems, one of which is mixed granular event collection.

Mixed-granular event data hampers the applicability of process mining, i. Furthermore, conformance checking techniques are not applicable, in case, there is a mismatch in granularity between the given reference model and the collected event data. In this paper, we present the results of a systematic literature review, covering work that abstracts events into a higher level of granularity.

On the basis of the relevant literature, we proposed a taxonomy along the lines of which we classify and discuss the related works in this domain. On the basis of our literature review, we observe ample opportunities for work that does not use any form of supervision in the event abstraction. Similarly, techniques that work on continuous data are of interest. Finally, we observe that the recent interest in online process mining is an interesting future application domain for event abstraction techniques as well.

Note that, in some cases, these internal representations are used as a supervision model, yet, this is not always the case. ACM Comput Surv 51 4 :1— Article Google Scholar. Aggarwal J, Ryoo M Human activity analysis. ACM Comput Surv 43 3 :1— Stud Health Technol Inform — Google Scholar.

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Reprints and Permissions. Event abstraction in process mining: literature review and taxonomy. Download citation. Received : 15 October Accepted : 25 April Published : 27 May Issue Date : July Search SpringerLink Search. Download PDF.

The existing studies include an evaluation focus, and functional area. Lee and Back also high- Weber, Therefore, it seems timely to con- lighted that association site selection processes, sider both the direction and nature, and the extent destination marketing, and the economic impacts of of research into business events in more recent years.

As identified, there are only two main reviews Both reviews suggested areas where there were that cover convention and meeting research in total gaps in the literature. According to Yoo and Weber that have been published in recent years. This, however, appears to con- and thematic approach.

They identified articles tradict the finding by Lee and Back that eco- published in 14 academic journals up to Lee and Back pointed to the in terms of subject area, nature of the research, sta- importance of meeting attendees and proposed that tistical technique used, and regional research focus. Review of Business Events In summary, existing reviews of literature in the reports were excluded.

This initial search elicited business events area points to the dominance of articles. Gaps in the human resources or education, but where the busi- area of economic, social and cultural impacts, and ness events context was mentioned briefly. The convention attendees were identified. This final total of articles to be reviewed was Following the more sophisticated research methods and data anal- literature review, a number of content categories ysis techniques have indeed continued.

These are shown in Table 1. Each of the categories above was further broken down into subcategories as shown. Method In content analysis it is important to consider the Lee and Back suggest two distinct orien- reliability of the analysis. One of the major areas tations of observation that can be used when com- where content analysis can become flawed is when piling a literature review: statistical reviews and a number of people are coding the analysis—in that thematic reviews.

They classify statistical reviews as those which focus on identifying general trends Table 1 of methodological use and research areas over the Content Categories years, and which often are presented in numerical Main Content format. Thematic reviews, on the other hand, Category Subcategories review a certain industry sector or specific func- tional area e. It is possible, and indeed may Research focus Attendee be advisable, to combine both approaches, compil- Destination ing a review which covers both general trends and Meeting planner Meeting supplier specific content areas.

Industry general This article uses a content analysis of the mani- Research reviews fest content of a range of articles published between Subtheme Attendee decision-making process Convention center development and , all on the subject of business events Destination image MICE. Trends and issues Relatively straightforward categories were selected Research approach Quantitative initially in order to search the online publication Qualitative Conceptual databases.

This is of gested Riffe et al. However in this study all course not surprising in itself, as these journals coding was carried out by the author and therefore have business events as a major focus. Perhaps no intercoder bias can have occurred. In order to more interesting is the fact that number three on the reduce the subjective nature of the coding process list is Tourism Management, recognized by a num- where a single coder is used, an additional ber of journal ranking systems as one of the highest researcher reviewed the coding of some early arti- quality journals in tourism.

This suggests that qual- cles to ensure a consistent approach. Nonetheless, ity research endeavors in the business events field categorization of material was done on a discretion- are considered to be as worthy of publication as ary and judgmental basis, as is often the case with more traditional areas of tourism. Previous studies have investigated the prestige of hospitality and tourism journals e.

In the and Event Tourism. This suggests that the quality of the majority Other areas law, government, etc. However, meeting suppliers, particular, articles on the evaluation of satisfaction attendees, and the destination were also common with the destination, the event, and the service topics.

This is illustrated in Table 3. Further, the quality were relatively numerous 21 in total. There were only four cesses. Many of these articles, although interesting, papers during the review time which attempted to are now considerably out of date, as technology has review research in business events as discussed in moved on since they were published. The attendee the literature review, one focused on only one area decision making process and factors that play a role of business events—association site selection— in the attendance decision was the subject of 15 while another took only the Australian context as articles between and This is of particu- its theme.

Finally, it is interesting to note ticularly popular with researchers Table 4. Research Approach Level of Analysis of Articles nals. Of the 76 quantitative articles, 56 used multi- ground for researchers. The for Business Events remainder reported only descriptive statistics. When taken together with the fact that in many The final purpose of this article is to identify cases the qualitative articles by necessity reported research gaps that have been highlighted during descriptive statistics, and there were also signifi- this review process, and propose a research agenda cant numbers of articles with only descriptive anal- to address these gaps.

This agenda proposes that ysis, it appears that in total, 72 articles reported research is undertaken in three main areas social only descriptive statistics. For the quantitative stud- and environmental impacts; climate change; and ies, this may in many cases although by no means the incentive travel market.

Further, the agenda all suggest a lack of rigor in the research under- also proposes that researchers consider more work taken in the business events area. For qualitative methodologists, it appears detail. Recent research has begun to examine social to be more difficult to get published in prestigious and environmental sustainability in the festivals Table 6 Quality of Journals and the Methods of Articles Published Journal Total Nos.

It can be considered as an important element of events attendees? Why should business events ven- the conference market, since although the travel is ues invest in sustainable facilities? Can business not always primarily for business purposes a great events contribute to building a more sustainable deal of incentive travel includes a conference or society and if so, how can this be facilitated?

How business meeting. There are many questions that future research could focus on, Another issue that has not been dealt with in the including: What is the economic importance of the literature is that of climate change. While there may incentive travel market? What is the size of the still be some debate as to the extent of climate incentive travel market in various countries?

What change impacts, it appears that climate change factors influence the decision to organize an incen- poses threats to the business events sector that have tive trip to a particular destination? How can desti- not yet been adequately identified or integrated into nations attract more incentive travel? The issues around aviation in particular are of supreme importance to Qualitative Research business events, as they rely on international attendees in many cases.

Any suggestions that air One last point that seems to be valid is that travel will be cut back, or made more expensive, although there has been a predominance of quanti- would be of great significance to the business tative research published in the business events events sector and could represent a fatal blow to a area, and particularly in the more prestigious jour- number of international meetings.

Yet, this issue nals, there remains ample scope for qualitative has not been given the research attention that it research. Very little is currently understood about arguably deserves. Questions that arise include: the meanings that individuals attach to business How is the airline industry coping with these chal- events, or about the experience of attending an lenges, and therefore what will be the knock-on event.

There have been few, if any, ethnographic effects for business events attendees? How do busi- studies of business events and other qualitative ness event attendees feel about climate change mit- methods such as narrative or discourse analysis igation measures such as cutting back on their also appear to be complete lacking. Questions of international or domestic air travel?

How would gender, ethnicity, and power relationships at work, this affect the business events industry? What mea- for example, have not been addressed to date. These sures can, or should be taken to mitigate any nega- are only a few suggestions for future research that tive effects of climate change on willingness to might take a more qualitative approach. Conclusion Incentive Travel This review has indicated that the majority of Finally, although there was a plethora of articles articles in the business events field have been pub- on meetings and conventions and several articles lished in the Journal of Convention and Event with a focus on the exhibition sector, there appeared Tourism formerly Journal of Convention and to be no articles on the subject of incentive travel.

References There are a few points worth making at this junc- ture. Regarding the journals that have published Abbey, J. The convention and meetings sector: Its operation and research needs. Goeldner Eds. A content analysis of Journal of Travel Research have also published subject areas and research methods used in five hospital- ity management journals. Evaluation and research in Asia and Australia — With reference to the research focus and sub- Journal of Convention and Exhibition Management, themes of the articles reviewed, meeting planners, 1 4 , 51—66 Crouch, G.

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Comprehensive Literature Reviews - Part 1: Different Types of Reviews

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