Conformance checking techniques can be utilized to analyze process executions for their conformance with a process model. Process mining techniques are centered around the notion of a process model that describes the correct behavior of a process. Although, the knowledge about the occurrence of an anomaly is valuable, much more value lies in the knowledge of what was supposed to happen and how to avoid this behavior in the future. While these approaches can accurately pinpoint an anomaly in a process, they do not provide information about what should have been done instead. This technique infers the process solely based on distributions of the execution data, without relying on an abstract definition of the process itself. Process anomaly detection can be used to automatically detect deviations in process execution data. DeepAlign produces better corrections than the rest of the field reaching an overall \(F_1\) score of 0.9572 across all datasets, whereas the best comparable state-of-the-art method reaches 0.6411. We evaluate the performance of our approach on an elaborate data corpus of 252 realistic synthetic event logs and compare it to three state-of-the-art conformance checking methods. DeepAlign utilizes the case-level and event-level attributes to closely model the decisions within a process. By combining the predictive capabilities of both neural networks, we show that it is possible to calculate sequence alignments, which are used to detect and correct anomalies. One is reading sequences of process executions from left to right, while the other is reading the sequences from right to left. At the core of the DeepAlign algorithm are two recurrent neural networks trained to predict the next event. In this paper, we propose DeepAlign, a novel approach to multi-perspective process anomaly correction, based on recurrent neural networks and bidirectional beam search.
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Note: On the third group it is possible to accidentally pull the patrolling Underbog Colossus from the platform to the left by standing too far to the left hand side. The Greyheart Technicians are weak and can be killed very fast when lacking CC (a single Rogue can easily take one down). Crowd control the Greyheart Technicians and Coilfang Priestesses, then focus damage on the Coilfang Shatterers first, Vashj'ir Honor Guard next. Each pack consists of 1 Vashj'ir Honor Guard, 2 Coilfang Shatterers, 2 Coilfang Priestess and 4 Greyheart Technician. These occur on the 6 platforms encircling the The Lurker Below's pool. In addition, the Scalding Water and Coilfang Frenzy are removed. Once The Lurker Below is killed these will no longer respawn. Tainted Spawn of Hydross for poison form or Pure Spawn of Hydross for water from. Purified Water Elemental Hydross the Unstable encounterĭuring the encounter when Hydross the Unstable changes form he will spawn 4 adds. They have relatively low hit points but a huge aggro range. These mobs move around Hydross the Unstable's platform Tainted Water Elementals come from the right and stop in front of Hydross the Unstable and become Purified Water Elemental then continue along the platform. Although their abilities can require some thought, they are relatively easy. Underbog Colossus appear as single pulls between each of the Pack type 1's. Note: If the Serpentshrine Sporebats are sheeped far enough away from the Coilfang Beast-Tamer, occasionally they do not become enraged and break sheep. Burn the Coilfang Hate-Screamers and then finish off the bats at your leisure. Once the Coilfang Beast-Tamer is dead, the Serpentshrine Sporebats will lose their enrage, at which time they can be Crowd Controlled. Burn the Coilfang Beast-Tamer while his Serpentshrine Sporebats are tanked (they randomly charge). Tank the Coilfang Hate-Screamers away from the group to prevent silence. 5 tanking classes of some sort can be used, although the Serpentshrine Sporebats can be CC'd when not enraged. There are about 3 of these packs before Hydross the Unstable. This is the first type of pack you'll encounter as you enter. Once Hydross the Unstable is killed these will no longer spawn. If the platform packs respawn, the water stops boiling and the Coilfang Frenzy return.ĭefeating The Lurker Below prevents both the Scalding Water and the Coilfang Frenzy, allowing more convenient navigation of the instance. This is considerably less damage than attacks from the Coilfang Frenzy. Entering the water during this condition results in a Scalding Water debuff, which inflicts 500 damage every 3 seconds (avoidable by using any forms of waterwalk). If their related boss is defeated, they will not respawn.Īs long as the 6 platform packs surrounding The Lurker Below are cleared, the water will be boiling, killing all of the Coilfang Frenzy in the water. Respawn timer for all trash groups is 2 hours. Creative mechanics will be needed to begin waterwalking so you don't break the water when you jump down onto it (paladin bubbles, Slow Fall, etc.). By using waterwalking you can start pretty much anywhere. The main 'cavern' is composed of a collection of large bridges and platforms above water. There is no required boss order in this zone, as there are several paths from the zone-in to Lady Vashj.In an interesting twist The Lurker Below must be fished out of his pool rather than pulled.The quest can be found here: The Vials of Eternity Lady Vashj, the last boss, drops the second quest item needed to be attuned to Mount Hyjal: Vashj's Vial Remnant.Tokens for Tier 5 gloves, legs, and helms drop in the Serpentshrine Cavern.4.3 Platform around Hydross the Unstable.There is no longer an attunement required to enter this instance.įor most raids, Serpentshrine Cavern will come only after the raid has been farming Karazhan as well as Gruul's Lair. It is a 25-man raid instance with six bosses, culminating with Lady Vashj herself. Serpentshrine Cavern is the raid wing of Coilfang Reservoir, where Lady Vashj has made her lair. Type 98 Mod 25 (250kg) Naval Bomb – Land Targets ***Proper name: Type 98 Number 25.
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Connections: If Viscosity already contains connections with the same name as connections in this folder, the user will be prompted with the choice to to overwrite those connections, or for them to be appended with an altered name (for example "My Connection 1" instead of "My Connection"), or not import them at all.If a connection already exists with the same name as a bundled connection, the bundled connection will be imported using an alternate name (for example "My Connection 1" instead of "My Connection"). Connections-Append: Any connections in this folder will be automatically appended to the user's existing connections.If a connection of that name doesn't already exist a bundled connection will be imported normally. For example, if the user already has a connection named "My Connection", and there is a bundled connection named "My Connection", the existing connection will be deleted and the bundled connection imported. Connections-Overwrite: Connections in this folder will overwrite connections of the same name already listed in Viscosity.Each folder deploys Viscosity connections in a different manner: Inside the Preconfigure folder there are a number of different folders for connections. If you only wish to bundle Viscosity with settings and not any connections, please skip to the next section. Once extracted you should see the following files and directories in the Finder: This will be used to edit and construct an installer for Viscosity.įinally, download and extract the template installer package also linked to in the above section. Next download and install the "Packages" application linked in the above section. It should be configured with the connections you wish to include in the bundled version (if applicable) and/or the settings you wish to have included (if applicable). 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