ProM 6 Released
The latest version of ProM, ProM 6 has been released and is
available on the ProM SourceForge pages (see http://prom.sf.net)
and also through the Process Mining website (see http://www.processmining.org).
ProM 6 is the successor of earlier ProM toolkits. Compared
to ProM 5.2, major changes to the architecture, user interface, and
functionality have been made to address requirements related to distribution
and embedding functionality. In the end, the ProM6 toolkit is a generic
plug-able toolkit that can be used in many contexts, of which the process
mining context is just an example. Any context in which objects and algorithms
on these objects are first-class citizens can be handled by ProM 6. Note that
in the process mining context bjects would typically be event logs and process
models, and algorithms would typically be mining algorithms. However, the architecture
of ProM 6 is highly generic also allowing for other objects (like data models
and social networks) and other types of algorithms (like data mining,
state-space analysis, and simulation).
The ProM toolkit has been around for about six years. During
this period, the ProM framework has matured to a professional level, which has
allowed dozens of developers in different countries to contribute their
research in the form of plug-ins. In the end, this resulted in ProM 5.2, which
contains 286 plug-ins. ProM is widely used all over the globe. We have applied
ProM in more than one hundred organizations. Some example domains include:
·
Municipalities
(e.g., Alkmaar, Heusden, Harderwijk, etc.)
·
Government agencies (e.g., Rijkswaterstaat,
Centraal Justitieel Incasso Bureau, Justice department)
·
Insurance related agencies (e.g., UWV)
·
Banks (e.g., ING Bank)
·
Hospitals (e.g., AMC hospital, Catharina
hospital)
·
Multinationals
(e.g., DSM, Deloitte)
·
High-tech system manufacturers and their
customers (e.g., Philips Healthcare, ASML, Ricoh, Thales)
·
Media companies (e.g. Winkwaves)
ProM 6 is a complete new version of ProM using a new
architecture. Unfortunately, ProM 6 is not downward compatible with earlier
versions like ProM 5.2, in the sense that ProM 5.2 plug-ins cannot be run using
ProM 6. However, this drawback is motivated by the fact that the plug-in
structure in earlier versions of ProM turned out to have some drawbacks that
surfaced as process mining becomes more mature and the applications become more
challenging. For example, plug-ins in earlier versions of ProM could not be run
on remote computers (as they required a GUI), and the framework did not know
which kind of objects were required and which kinds of objects were produced by
a given plug-in. As such, we concluded that we needed to change the plug-in
structure in the successor of ProM 5.2.
In contrast to earlier versions, ProM 6 can be used to
distribute the execution of plug-ins over a number of computers, which clearly
enhances the scalability of the ProM toolkit. Furthermore, the framework can
now link objects to actions, as it is able to inform the user about the inputs
required and outputs produced. For example, this allows the user to simply
search for a plug-in that can convert an existing object to the kind of object
the user is aiming for. As such, the ease-of-use of the toolkit has improved,
which allows non-experts to use the toolkit.
Of course, as earlier plug-ins cannot be used in ProM 6, we
have to migrate the many plug-ins to ProM 6, which takes time. By now, we have
migrated the plug-ins most relevant for process mining, and we have implemented
new plug-ins as a result of recent research. This has resulted in the following
list of plug-ins:
·
Miners: Alpha, Fuzzy, Genetic, Heuristic, ILP,
Social Network, Transition System
·
Convertors: Petrify, Genet, TS to Petri net
·
Analyzers: Behavioral analysis, Structural
analysis, LoLA, Uma, Wendy, Woflan, CTL* model checker, Coverability graph
·
Importers/Exporters: COSA, EPML, Fuzzy model,
Heuristic net, MXML, PNML, Social network, TPN, Transition system, XES
The figures (which can be downloaded from http://prom.win.tue.nl/tools/prom6/figures/)
show an overview of the ProM 6 toolkit. Fig. 1 shows the workspace, which
contains the object pool. In the workspace, four different object pools are
available, containing (a) all objects, (b) favorite objects, (c) imported
objects, and (d) selected objects (like parent and child objects). The
right-hand area corresponds to the selected object, and shows some details on
this object and offers the possible actions (toggle favorite, view, action,
delete) through buttons.
Fig. 2 shows the action view with the Alpha-algorithm (the
Alpha-miner) selected. The view shows that the selected action requires an
event log as input and that it produces a Petri net and a marking (its initial
marking) as output. The colors of the actions indicate the state of the
required inputs: all present (green), some present (yellow), or none present
(red). In contrast, Fig. 3 shows the action view when searching for a specific
plug-in. In this mode, the actions view allows to add any object as a required
input, and any known class as an expected output. Based on these required
inputs and the expected outputs, the action view shows the list of plug-ins
that can take these inputs and produce these outputs. This way, the user can
easily check whether some given objects can be converted to a collection of
objects of given types. For example, Fig. 3 shows that there are two plug-ins
that can take an event log and directly produce a Petri net: "ILP Miner
2" and "Alpha-algorithm".
Fig. 4 shows a view on the "SampeLog.xes" event
log, which is initially the Dashboard view on this event log. Note that this
view resembles the Dashboard view which was used in earlier versions of ProM.
Apart from the Dashboard view, the user can also select an Inspector view
(where the user can select and view one trace at a time) and the Summary view
(where the user can view a summary on the log, which includes the list of event
classes, the list of start event classes, and the list of end event classes).
The upper right corner in this view contains possible actions (refresh, print,
toggle favorite, action, workspace, tile) through buttons. Fig. 5 shows a
possible result of selecting the tile button: All open views are nicely laid
out in a tiled fashion, and the user can select to maximize or delete a tiled
view. Note that deleting a tiled view only deletes the view on the
object, but not the object itself. To delete the object itself, the user can go
to the workspace, select the object, and select the delete button.
Please note that the ProM 6 framework is unaware of the
process mining context. As far as the framework is concerned, there exist
objects, actions, views, and classes. In Fig. 1, objects include
"SampleLog.xes" and "Petri net mined from SampleLog.xes",
actions include "Alpha-algorithm" and "ILP Miner 2", views
include the views on event logs and Petri nets, and classes include "Event
log" and "Petri net". However, detailed knowledge on a class is
hidden from the framework, and only known inside the plug-ins that either
implement an action or a view on objects of this class. As such, ProM 6 offers
a very generic framework.
Detailed information on ProM 6 can be obtained from http://www.processmining.org. Here one
can also download the latest nightly build of ProM 6.
---------------------8<------------------------
H.M.W. Verbeek
HG 7.71,
Faculteit Wiskunde & Informatica, Technische Universiteit Eindhoven
tel 040 247 3755, fax 040 246 3992, h.m.w.verbeek@tue.nl
Senior Data Scientist and process mining expert at APG (Dutch pension fund executor).
Previously Assistant Professor in Process Mining at Eindhoven University of Technology
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